diff --git a/docs/conf.py b/docs/conf.py index 1b1863235..e0d972696 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -95,6 +95,17 @@ "dollarmath", ] +# mathjax +mathjax3_config = { + "tex": { + "macros": { + "prox": r"\mathrm{prox}", + "min": r"\mathrm{min}", + "argmin": r"\mathrm{argmin}", + } + } +} + # bibliography bibtex_bibfiles = ["references.bib"] bibtex_reference_style = "author_year" diff --git a/docs/geometry.rst b/docs/geometry.rst index 0e5b2eb19..1c9ab74bf 100644 --- a/docs/geometry.rst +++ b/docs/geometry.rst @@ -60,18 +60,29 @@ Cost Functions costs.SqPNorm costs.PNormP costs.SqEuclidean + costs.RegTICost costs.Euclidean costs.Cosine costs.Arccos costs.Bures costs.UnbalancedBures - costs.ElasticL1 - costs.ElasticL2 - costs.ElasticSTVS - costs.ElasticSqKOverlap costs.SoftDTW distrib_costs.UnivariateWasserstein +Regularizers +------------ +.. autosummary:: + :toctree: _autosummary + + regularizers.ProximalOperator + regularizers.Regularization + regularizers.Orthogonal + regularizers.Quadratic + regularizers.L1 + regularizers.L2 + regularizers.STVS + regularizers.SqKOverlap + Utilities --------- .. autosummary:: diff --git a/docs/references.bib b/docs/references.bib index 65d710620..160c18b2d 100644 --- a/docs/references.bib +++ b/docs/references.bib @@ -740,6 +740,17 @@ @inproceedings{argyriou:12 year = {2012}, } +@article{mcdonald:16, + author = {McDonald, Andrew M. and Pontil, Massimiliano and Stamos, Dimitris}, + url = {http://jmlr.org/papers/v17/15-151.html}, + journal = {Journal of Machine Learning Research}, + number = {155}, + pages = {1--38}, + title = {New Perspectives on k-Support and Cluster Norms}, + volume = {17}, + year = {2016}, +} + @article{zou:05, author = {Zou, Hui and Hastie, Trevor}, publisher = {[Royal Statistical Society, Wiley]}, @@ -819,14 +830,14 @@ @misc{scetbon:23 year = {2023}, } -@misc{klein:23, +@misc{klein:24, author = {Klein, Michal and Pooladian, Aram-Alexandre and Ablin, Pierre and Ndiaye, Eugène and Niles-Weed, Jonathan and Cuturi, Marco}, - doi = {10.48550/arXiv.2306.11895}, + url = {https://arxiv.org/abs/2306.11895}, eprint = {2306.11895}, eprintclass = {stat.ML}, eprinttype = {arXiv}, - title = {Learning Costs for Structured Monge Displacements}, - year = {2023}, + title = {Learning Elastic Costs to Shape Monge Displacements}, + year = {2024}, } @inproceedings{scetbon:20, @@ -925,12 +936,12 @@ @inproceedings{cho:09 } @misc{buzun:24, - title = {ENOT: Expectile Regularization for Fast and Accurate Training of Neural Optimal Transport}, - author = {Nazar Buzun and Maksim Bobrin and Dmitry V. Dylov}, - year = {2024}, - eprint = {2403.03777}, - archivePrefix = {arXiv}, - primaryClass = {cs.LG} + author = {Buzun, Nazar and Bobrin, Maksim and Dylov, Dmitry V.}, + eprint = {2403.03777}, + eprintclass = {cs.LG}, + eprinttype = {arXiv}, + title = {ENOT: Expectile Regularization for Fast and Accurate Training of Neural Optimal Transport}, + year = {2024}, } @misc{vesseron:24, @@ -941,3 +952,34 @@ @misc{vesseron:24 title = {On a Neural Implementation of Brenier's Polar Factorization}, year = {2024}, } + +@book{bauschke:17, + author = {Bauschke, Heinz H. and Combettes, Patrick Louis}, + publisher = {Springer}, + url = {https://hal.sorbonne-universite.fr/hal-01517477}, + title = {Convex analysis and monotone operator theory in Hilbert spaces}, + year = {2017}, +} + +@article{combettes:07, + author = {Combettes, Patrick L. and Pesquet, Jean-Christophe}, + doi = {10.1109/JSTSP.2007.910264}, + journal = {IEEE Journal of Selected Topics in Signal Processing}, + keywords = {Signal processing algorithms;Hilbert space;Signal processing;Signal analysis;Convergence;Image denoising;Noise reduction;Projection algorithms;Mathematical model;Convex optimization;denoising;Douglas–Rachford;frame;nondifferentiable optimization;Poisson noise;proximal algorithm;wavelets}, + number = {4}, + pages = {564--574}, + title = {A Douglas–Rachford Splitting Approach to Nonsmooth Convex Variational Signal Recovery}, + volume = {1}, + year = {2007}, +} + +@article{parikh:14, + author = {Parikh, Neal and Boyd, Stephen and others}, + publisher = {Now Publishers, Inc.}, + journal = {Foundations and trends{®} in Optimization}, + number = {3}, + pages = {127--239}, + title = {Proximal algorithms}, + volume = {1}, + year = {2014}, +} diff --git a/docs/tutorials/sparse_monge_displacements.ipynb b/docs/tutorials/sparse_monge_displacements.ipynb index 8b735d9f7..e0f8a9b69 100644 --- a/docs/tutorials/sparse_monge_displacements.ipynb +++ b/docs/tutorials/sparse_monge_displacements.ipynb @@ -32,18 +32,7 @@ "id": "c8b3a5f6-9ef7-428e-b89d-a730b8a5f936", "outputId": "06b04e76-c3cb-4227-afc1-2abc070d7bcd" }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n", - " Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n", - " Installing backend dependencies ... \u001b[?25l\u001b[?25hdone\n", - " Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n" - ] - } - ], + "outputs": [], "source": [ "import sys\n", "\n", @@ -66,7 +55,7 @@ "import matplotlib.pyplot as plt\n", "\n", "import ott\n", - "from ott.geometry import costs, pointcloud\n", + "from ott.geometry import costs, pointcloud, regularizers\n", "from ott.problems.linear import linear_problem\n", "from ott.solvers.linear import sinkhorn" ] @@ -83,7 +72,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "b5280956", "metadata": { "id": "b5280956" @@ -172,7 +161,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", + "image/png": 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", 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" ] @@ -300,10 +289,10 @@ "source": [ "## Sparse Monge displacements\n", "\n", - "We now turn to mixed costs, with the {class}`~ott.geometry.costs.ElasticL1` cost that corresponds to the function\n", + "We now turn to regularized costs, with the {class}`~ott.geometry.costs.RegTICost` with an {class}`~ott.geometry.regularizers.L1` regularizer that corresponds to:\n", "\n", "$$\n", - "h(z) = \\frac12\\|z\\|_2^2 + \\text{scaling_reg} \\|z\\|_1.\n", + "h(z) = \\frac12\\|z\\|_2^2 + \\lambda \\|z\\|_1.\n", "$$" ] }, @@ -316,7 +305,8 @@ }, "outputs": [], "source": [ - "map_l1 = entropic_map(x, y, costs.ElasticL1(scaling_reg=10.0))" + "reg = regularizers.L1(lam=10.0)\n", + "map_l1 = entropic_map(x, y, costs.RegTICost(reg))" ] }, { @@ -334,7 +324,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -364,7 +354,7 @@ "id": "767c90af-1f4f-4f94-9662-58c924d3335e" }, "source": [ - "We can investigate the effect of the regularization strength ``scaling_reg`` on the estimated maps:" + "We can investigate the effect of the regularization strength $\\lambda$ on the estimated maps:" ] }, { @@ -382,7 +372,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -392,18 +382,20 @@ } ], "source": [ - "scaling_regs = [0.1, 1.0, 10.0, 100.0]\n", + "lambdas = [0.1, 1.0, 10.0, 100.0]\n", + "\n", + "f, axes = plt.subplots(2, 2, figsize=(15, 12))\n", + "for lam, ax in zip(lambdas, axes.ravel()):\n", + " reg = regularizers.L1(lam=lam)\n", "\n", - "f, axe = plt.subplots(2, 2, figsize=(15, 12))\n", - "for scaling_reg, ax in zip(scaling_regs, axe.ravel()):\n", - " map = entropic_map(x, y, costs.ElasticL1(scaling_reg=scaling_reg))\n", + " map = entropic_map(x, y, costs.RegTICost(reg))\n", " plot_map(\n", " x,\n", " y,\n", " x_new,\n", " map(x_new),\n", " ax=ax,\n", - " title=rf\"$scaling\\_reg = {scaling_reg}$\",\n", + " title=rf\"$\\lambda = {lam}$\",\n", " )" ] }, @@ -414,7 +406,7 @@ "id": "6c8b1c92-0f29-4f93-8a9d-0e5674b08648" }, "source": [ - "We see that a low ``scaling_reg`` leads to no sparsity in the displacements. Increasing ``scaling_reg``, sparsity starts appearing. Taking a really high ``scaling_reg`` also leads to a large shrinkage, as evident in the last plot." + "We see that a low $\\lambda$ leads to no sparsity in the displacements. Increasing $\\lambda$, sparsity starts appearing. Taking a really high $\\lambda$ also leads to a large shrinkage, as evident in the last plot." ] }, { @@ -424,10 +416,10 @@ "id": "d13afe34-e697-4711-b4c6-aafc279535d6" }, "source": [ - "We can also consider other sparsity inducing norms like the $k$-overlap {cite}`argyriou:12` :\n", + "We can also consider other sparsity inducing norms like the $k$-overlap introduced {cite}`argyriou:12`:\n", "\n", "$$\n", - "h(z) = \\frac12\\|z\\|_2^2+\\text{scaling_reg}\\|z\\|_{k-ov}\n", + "h(z) = \\frac12\\|z\\|_2^2 + \\frac\\lambda2\\ \\left(\\|z\\|^k_{\\text{ov}}\\right)^2\n", "$$" ] }, @@ -440,25 +432,19 @@ }, "outputs": [], "source": [ - "map = entropic_map(x, y, costs.ElasticSqKOverlap(k=1, scaling_reg=1.0))" + "reg = regularizers.SqKOverlap(k=1, lam=1.0)\n", + "map = entropic_map(x, y, costs.RegTICost(reg))" ] }, { "cell_type": "code", "execution_count": 13, - "id": "e5678b5a", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 577 - }, - "id": "e5678b5a", - "outputId": "699cec2e-808d-43e5-b998-134057ca2566" - }, + "id": "572bdb7c-88f8-4024-bc57-81c8678a55a8", + "metadata": {}, "outputs": [ { "data": { - "image/png": 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rHwClSoXU1FRHDtulfPHFF/j1t9/QMkCCGTeyaww6+gFn+1hveHtJjM4SEhFR3fR5qjcqrp2EqFHX6TqiRo2Ka6fwdO8nbTQy5ykvL8eYMWNw+PBhAMDcuXOxceNGjBo1CgBw6tQpbNmyxYkjJLKPBh9yBEHA+x8sRHaRBm9+pzQaTrRB50Ssr9GAA9Sf5o4WLbdq09b0cqvcHAwdMgSLFi1yxHBdjiiKWDB/HkL8JTg02Qc+UmDxrTyzj1l8Kw8+UmDr370NZgmXDZIhxF+CBfPnuWwoJiKqTyZNmgRl4W2UXTxcp+uUXTgMZeFtTJo0yUYjcw6NRoOJEyfqlplPnDgRy5YtAwAsXLhQtxRv/vz5Bnt1iNxBgw85QGW1kfXr12PNERVe2W066Dwc7GEy4NSX3ifa5VbhgwZhRs4N65Zb5dxA+KBB2J6cDLm8dk3W6jtBEJC4NQm3lZ7otr4UpSrg7aZBZh/zdtMglKqA8V8b9tEZ/aUS+SovJG5NslkoZn8nImrIunfvjrC+/VCUuQkalfHWCDXRqBQoytqEsL790L17dxuP0LFmz56NpKQkAEBkZCQ2btyo+3nTpUsXREdHAwCuXr2KtWvXOm2cRPbAkPOn2NjYGoOOMfUp4GhZG3QYcAz17t0bD3d7GAVlotEqatXO1ysvPWZbGQoUGozapkRWtoCU1DSEh4fbZFwNqb8TEZEpG//9KVBagLvp6yCK1u01EUUN7qavA0oLKq9Tj7377rtYt24dgMqfW1999RU8PT0Nznnvvffg5eUFAFi8eDEKCgocPUwiu2HI0WNt0KmPAUdLLpdja1ISfPz8sPj2LbPnLr59Cz5+ftialNTgA462tPaJ48fxScuaA46WftDpsKYUmddg84DTUPo7ERGZExoaik2fbUTJ6QO4k/qxxTM6GpUCd1I/RsnpA9j02cZ63c9s3bp1eO+99wBUztikpKTA27t6ae127dphypQpAIA7d+7gww8/dOg4ieyJIaeK2NhYREVFYc0RFU7lmf8N0Kk8DdYeVSE6OrpeBRyg8mZ9/LhxKC0uxttNmpo99+0mTVFaXIzx48ZVaxja0LzzzjvYtXs3VgU3N7lvaeil303ud1rVvCVulWowfMRImwechtDfiYjIEuPHj8eWLVtQ/vuPuPn5LJSeO2iyGIGoUaP03EHc/HwWyn//EQkJCRg/fryDR2w7SUlJmD17NgCgdevW2LNnDwIDA02eP3/+fF0AWr16Na5fv+6QcRLZG0NOFfHx8boqat2CzL883YIkmNlTioSEBJtWyMrIyEBcXJzJQKFQKBAXF1frm1P9Rp/GqqhVpV9eWr9haEMUGRkJmVSKbUWFUFUpuXmwpATTs6/hj/Jyo+WlVRoNthbchdTTE9OnT7fJeBpSfyciImtERUXh119O4fGHHsStHYuRt2EybqeuRNHRHbh3Kh1FR3fgdupK5G2YjFs7FuOJbh3x6y+n6nXAAYBx48ZBrVZDFEX88ccfaNmypdnzmzdvjtLSUoiiiNLS0hrPJ6ovBNGFdyAXFRUhICAAhYWF8Pf3t/vzVb0RtGQzuK2XrGkbdSpVKgwdMqTaHhhtQNm1ezdkUim+3bkTERERFl/f2oCjj3tzKlVtpiqVSHCwpAQv37iOco0GIgABgJdEgv/XoiV6+/pCpdHg1dwcHFIo8G1KilX/ZqaY6u8EGL4vo6KiTJY/V1SIdtkfREQNj0KhwOXLl9GuXTuX+/lw/PhxbNq0Cf87eAinf/0VKpUSUqkMnbt2xdO9n8SkSZPqfZEBovqiLt8rrMkGDDl/qk3A0bJV0NG/eR7rH4BXc3MMAoV+QFkV3BzbigpxSKm0KujExcVh5cqV+KRlCPo2alTt+MGSEnyQl4v5QcFGA1DmvXuYfj0bc+bMwYoVK2r1dboDY/9WHlIpSsv+6rQd1LQpCu7cqfW/lTmiKKJ5cBC8FPk4P9MX3l7mq/6Ze1+XlYvosLYE5fLGyMnNc9ny50Tk2lw55FSl0Wh05ZOJyLEcFXL4PxyV1aZqCjiiKOJkrtpsH526NHesOjvQt1EjgyVihYWFBjMwfRs1wqrg5nhSJsPIESN0NfBrYulyq5dvXDe63GpbUSFkUikiIyOt/hrdSUREBL7duROHlEpMv56NXk8+aRBwAKCgqAj9wsMx/Xq2TQMO0PD6OxER2RIDDpH7a/AzOa7wG/GMjAwMGzrUYPmTlnaJmI+fH0qLi6stMdMtg1IqkbZrl0XLjUwtt5qefQ0VAEQALYKDkX/rlu759J/Hljfr9V1GRgZSU1Nx3333YcGCBdWO//e//8XBgwcRGRlpl6VgrjADSUQE1K+ZHCJyHs7kOIi2uWO+ygujv1TqmjVq6d8IRkdHmywvXZfmjqmpqVCqVBjrH2AQcIC/Nv0HKhRG99BIJRKM9Q+AUqVCamqqRc+nPwvxam4OMu/dw8vXs3UBBwCKS0rQf8AAzMi5gcx79xhwTAgPD8eKFSuwe/duo8f37NmDFStWGA04tigwUZv+TqIoWhRwXPj3H0RERERmNfiQA1TeqKakpiErW8CobX8Fnao3glu2bDF6Q1nXzduLFi3C0CFD8GpujsnSwylt2posWfxqbg6GDhmCRYsWWfycVZdbeUil0L+lLS4uxiuvvYbwQYPsstzKndy6dQuHDh0yeiwlJQUaTfVS5Onp6Rg2dChWrlxptGKddv/VypUrMWzoULPLEa0JOhmXK9B8xT2Ef15qNuCwYSgRERHVZww5f6oadMrKjf+mu+oNZVl53atTyeVybE9ORvigQZiRc8No0DGmrtXOIiIikLZrF6Kjo1GmVFY7vmfPHmxPTsacOXOQtmsXA44JaWlpJoNFTk4Ojh8/bvA5/eWCn7QMqVaaW7/AxCctQyzad2VJf6eMyxUYnlgKLw/gwB9q9OrVy2jAYcNQIiIiqu8YcvToB50Oa0tM/qZbP+h0WFtik/K71gYdW5VzDg8PR/v27Y0e27lzJ2QymcnlVlQpJSXF4uP2KjBRU38nbcAJa+OB8zMbYUZPLxw5cgQTJkyodh02DCUiIqL6jiGnCm3QKZc3NrsZOzY2FvHx8SiXN7ZZfxG5XI6tSUnw8fPD4tu3zJ67+PYt+Pj5YWtSUp03eJq6Sf/9999x9uxZi65h7wamrkqlUmHPnj1mz9m5cyeAyteoasEHwLDZaru2bav1MJJKJAZBp+prWFPxAf2As2OcD7y9BKwZKseMnl5ISEjQBR02DCUiIiJ3wZBjRHh4OHJy82qsNhUTE4Oc3DybzXIoFAqMHzcOpcXFeLtJU7Pnvt2kKUqLizF+3DiTwcISN27cwE8//WTyuPYG3Rxb7i+pbzIzM1FcXGz2nOPHj+P69et2KTBhbcDRNgwVBMOg8/jjjxu9jtyTQYeIiIjqH4YcEyytjmarviL6+zCM3eRWpf/bf2PBwlI1VWSraSmWPfaX1CeWhECg8nW0dYGJmvo7iaKIqK/L0NhHQPLYvwKOln7QOXLkCGaauI7cU0DyczI0lpYjavw4g/1HrMBmnKWvC18/IiIi+2DIcQHWBhwtWwSdmm7Sf/jhB+Tn5xs95qgGpq5KFMUaQ6BWSkqKTQtMiKKIBfPnIcRfgqUDTffH6dREguwiEW98pzDZMHTNUDlOxPpitZUNQ1mBzbiMjAw0Dw6qsSkwXz8iIiL7YchxAe+88w527d6NVcHNTf4Wf+il303+9n9VcHPs2r0b77zzjlXPW1ZWhu+++87sORqNBrt27ar2eXvtL6lPTp8+jcuXL1t07nfffYfS0lKbFZiwtL+Ttora2iPlmL3bdNB5ONjDZMAxVmWQFdiMy8jIwPDIYfBS5CM2NtZk0OHrR0REZF8MOS4gMjISMqkU24oKoarSU+VgSQmmZ1/DH+XlmH49u9pNsUqjwdaCu5AAaNGihVXPm5GRgbKyshrPMzbb4+gGpq7I0qVqQOVs3b59+wDYrsCEpf2dDh8+jKioKLNBxxhRFDFrl8JowGEFtuq0AScsRMT5mb6Y2VNqNOjw9SMiIrI/hhwXEB4ermvM+UpOji7oHCwpwfTr11Dx53kVomjw23+VRoPZN67jsKIEj7bwxPx571h1o2TpTfru3buhUqkMPueMBqauxpqQo3++LQtMWNrfKSEhwaqgow04646WG3yeFdiM0w84O8ZWvi6rh8qqBR2+fkRERI4hiC6887WoqAgBAQEoLCyEv7+/s4djd8uWLcNbb76Jp319Mf6+QLx64zpUogj9f6CODz6ISxcu4F/NW2BrwV0cVpTg2/E+CGvjYVVTUlEU0apVK1y/ft2isX333XcYMGCAwedqs5fIVv19nO3WrVsICgqyauN48+bNcfHiRTz797/b/DXT3mQ3lpYju0hjsvx5r169cPToUZyI9cXDwR4mn/NkrhqPxJcg+iFPBMolWHtUhaioKF0vnqoFChQVdW+KW19VDTj6BR70Z9X4+pG7UygUuHz5Mtq1a1dvv7cTkf3V5XuFNdmAMzkuIiMjA+/+cwEebeGJw4oSTL+ejdaBAqreQt/Oz0e5RoPp17N1ASfib55Wl/r9+eefLQ44gPEqa85qYOoKdu3aZXVlrJycHEQMHGiXAhOW9HeKj4/H0aNHMdNEw1B93YIkmNnTCwm/VKBrMwEze0pN3qAD5iuwuTNRFBE1fhwaS8uR/JzMaAU77YwOXz8iIiLHYchxAfo3St+/6I20aB/MeUIKP1n1G53bt2/jxUc88doTXkiLrgw4WtbcKFlaFUxr586dRq/nrAamzmbtUjWtHw4dsluBCXP9nfSXSZmqoqav8uZcjpk9vTAtVYmuzQSciPU1eoMOmK7A5u4EQcD7HyxEdpEGb36nNFnYYfVQGV8/IiIiB2LIcQFVb5T6t/VAXG8pjucYDynh7TyxcrA3wtt5Gnzemhsla2/Sf//9d5w9e7ba553RwNTZVCoV9uzZo/t769atMXHiRKPnzpgxA4GBgbq/SwShxgITL9+4brTAxLaiQsikUkRGRpocm7F/85oahpq7ln7QOXxdbVUFtoYiJiYG69evx5ojKryy23TQsbaCHREREdUeQ46LqHqjlHK+3OS5Kecrqn1O/0Zp/fr1Zm+Ubty4gZ9++snqMVYNRs5qYOpsmZmZKC4uRuvWrREfH48LFy7gueeeM3puXFwcLl++jA8++ACBgYHQiCIOKhR4NbdqgYlsXYEJ/8DAagUmXs3NwSGlEt/u3GnVfo2aGoYCle+dk7lqM7MQlUEnNkWBDcdU1R7LG3QgNja2xqBjDF8/IiIi+2DIcSH6N0of/k9l8rzdFytQrjbsOq+9UXrttdfwzwXzzTYirG3ZZv2Q48wGps526tQpXbiJiYmBVCo1e35AQADmzZunCzuvv/EGDimVeDU3B5n37mHGjeuo0CswcbegAGH9+2NGzg1k3rtnEHAiIiIsHqclDUO1751H4kvMzkIsGyRHiL+ABfv/Ooc36IasDTp8/YiIiOyHIcfFxMbGYvXq1bhcYPoGqVAJ/O+qGkD1gLP+k/9XYyPCtWvXGvx95MiRRs975pln8MADD+j+fvDgQeTn5wNwXgNTVzBnzhyLwk1V2rDzwQcf6EqGT7+ejZZt2hgUmFCr1Zj4wgsIHzQI069n1yrgAH81DL2t8MDIpFKTDUPXHlUhOjoaa46oMNvIzbmiQsTobaXILxWR+HdvXVg6lafRPZY36JViY2MRFRWFNUdUOJWnMXsuXz8iIiL7YchxQfrBwpSdfy5Z094oDRgwAOs/+X81NiJcs2YNTp06BQ8BmNHTC33beiF9z26jzzFs2DCcPXsWn332GR544AFoNBrs2rULgBUNTLOv1Xp/iauq66ZwQRAQERGBtF27MGfOHHh4elY7Z8+ePdienIw5c+YgbdcuqwOOPo0I7L+sxoitpSYbhvbp0wcAsPaIyqCPjqJCxKikUmT9oUZKlI/BPrDKCmxSJCQkmJ05bEji4+N1VdQsq2DH14+IiMgeGHJc0NKlS2s8Z+f5CoiiiG5BEszoKcW+ffvQzq+ixkaEs2fPxsNBEvzxqi/WDvPG7mg5+oSYnjXy8vLCpEmTdGHn9OnTAAwbmFbdX/Ky3v6SCsBgI31d9pe4m/DwcEybNg0XLlyodiwtLQ1eXl5YsWJFrV8jbf+W/m0E7BzvjcwrlUGnasNQURQxbdo09G9b2TdH2zC0rNx0wAEMyyObmzlsKKwt8MDXj8gxrNkjR0TugyHHxaxfvx7ff/99jeddvKPBuXwNBEHAmqEyzOjphdO31PjiZGXBgqo3UNHR0Zg2bRpm9vTCz7G+aOlfeUMr9xTw1bOyGp9PG3YWLVqk+1xERIRB0Mm8dw8zcm6gAtAtvxIBBDZuXOf9Je7KVCnvO3fu4NChQ7W+btUGlUPbe2FXdGXQab/mntGAs/+KGrN6SfFJpAxrj5Sjw9p7JgOOFm/UK9Wtgh1fPyJ7ycjIQPPgoBr/b23YsAHNg4Nq7DFHRPUHQ44LiY+Px/Tp0y0+f+e5yvmSyqBTvQKWsUaEq4fKjTYitFTVx+oHnenXs9H5oYegqfLbsMLiYvQLD6/T/hJ3Za6Ud2178VQNONp/3wEPVAadAkXlv09mZma1gPOvITJMe0yG+OFylKuhCzg1V2BruDfqtqlg13BfPyJ70X4vrGmfanx8PGJjY+GlyLeomTYR1Q8MOS5Ce6P0eEsPix+TcuGvUtKmSv1a2oiwLvT3l3Tq3LnacYVCgdjp022yv8SdFBQUmJ21q03I0W8sm/ycrFqAHfCAF4r+0UgXfGf29MLpWxqE+AsGFdhiekiRE9dIF3BmWVSBTYYQfwkWzJ/XYJZ92LaCXcN7/YjsRf+XPeb2qerPwp6f6YuwENGtgs7IkSMhCAIEQcCxY8dqPF8URTz55JMQBAE+Pj64cuWK/QdJZCcMOS5A/0apXGP5zc0PV9W4U/bX+aZK/dbUiHDOHmWdv4bw8HAsW7bMoEmmvj179tRpf4k72r17Nyoqqvc80jpz5gx+//13q65ZtbGssZtliUSiC76rh8qR+Hdv5JdWVlDTr8AmCIIu4KzTq8Bm7EZdUSFi9JdK5Ku8kLg1qc7FGeoLbQW7fJUXRn+ptKiCHV8/IvuqOpttbp+q/iyst5eAHWNlbhV0nnrqKd2fDx8+XOP5n332GX788UcAwJtvvom2bdvaa2hEdseQ4wJ0pX6VnjieY77srD61COzSm81RVIh4Jql6qV9TtDdgnxwz3XjUGocOHdKVmK4qJSWFv52uwtR+HGvPqapqY1lTMwfa4BvezhMpUT7I+kONUUmGFdi0ASc+Ph5btmwxel1FhYhR25TIyhaQkprW4IJseHg4UlLTkJUtYNQ2pckKdnz9iOzP1HJdU/tUqy4zlXu6V9DRDzna8GLK3bt38Y9//AMA0K5dO7z55pt2HRuRvTHkuIjw8HC8PGOm1Y/beb4yoFQGHAX2XVZjcKinrlKWKfo3YFX75tSWueVV169fx88//2yT53EHFRUVSEtLq/G82u7LsbYxpX7QGflnBTb9gKPt41L1umXlvEEHqgedqhXs+PoR2V9Ny3WN7VM1toxb7ikg+TkZGkvLETV+XL3+Bd1jjz2m6+lW00zOO++8g9u3bwMAPv74Y8jlcruPj8ieGHJciLFSwjVJPluBIoUGo7Yp8f11Cfr1D8eOsxVWNSKcMmVKbYdsoKZZh9rMSrirgwcP4u7duzWel5mZicLCwlo9h7VBp39bDwz+myf2XVajw9qSagHH2HU7rC3hDfqf9INOh7Ul1QKOFl8/IvuwZLmupftU39irRHaRBu9/sLBeLx+Vy+Xo0aMHgMp7jDt37hg97/jx44iPjwcADBkyBM8884zDxkhkLww5LqKsrAzfffed1Y9TqYG/ram8UYqdNh0ZGRlWNyL897//Xdth61y6dEnXQ8eU2s5KuCNLX4uKigqT+5wsERsbi6ioKKw5orIo+O44V4H+4QNQLm9s9AZd/7rx8fEolzfmDboebdDh60fkHNYu162q6jJTU/+H6xPtkjVRFHHkyJFqx0VRxIwZM6DRaCCVSrF69WpHD5HILhhyXERGRgbKysoAAB4eHoiIiNBNMetr3bo13n//fdx33326z5WKcsROm45Vq1bVqhHhzJnWL5OrypKb9p9++gnXr1+36Hr1eXmAJawJfHUJh/Hx8bplGZYG33379uG99z+o8Yd7TEwMcnLzeINeRXh4OHJy8/j6ETmJtbPYWu4YcICa9+Vs2rRJ9/m4uDi0b9/eYWMjsieGHBexc+dOeHh44IUXXsDZs2exZ88eo8vI5HI55s+fj8uXL+O9995DQEAAfBs1sirgaGmDzvQeXjYZvyU6derY4JuyXbhwAefOnbP4/LS0NKjVaqufx9oGlfrBd9q0aRb1a6nPyzjsyZr/g0Rke9YGHXcNOADQu3dv3Z+r7svRLzbQqlUrvPPOOw4dG5E9MeS4AFEU0aRJE5w9exabN29GaGgoAPM3QPfddx8WLFiAd999F7du3cKkR7xq3Yhw5WBZncZfWFiIzMxMi84tL7vX4JuyWbs36c6dOzh06JBVj7E24GixMSURuQtrl+tq96m6U8ABgGbNmulmZ44cOWJwLzBv3jzcunULALB8+XL4+vo6ZYxE9sCQ4wIEQcDChQt14cZSoijiwyWLEeIvwbph8jo1IqyL9PR0s/1eDJ4LwLQeXg2yKZtWbZafWfMYbWNZcwGnpuDLoENE9V1tlusmJCS45fc87ZK1O3fu6Ioc/fzzz1i/fj2AymW2zz33nNPGR2QPDDn1mC0bEdaFNTfgZRVAZHtPmzVls2attSsoKCjA999/b/XjLH2N9RvLLh1oOuBYEnyXDZIhxF+CBfPnuczrR0Rkibos13XHX+5U3ZcjiiJefvllaDQaeHp6Ys2aNU4cHZF9MOTUc7ZoRPh//1XW+vnVarVF/V70pVyosElTtoyMDDQPDqpXe3x2795tMOslkUggk1VfLujj42Pw9zNnzuD333+v8fq2DL6jv1QiX+WFxK1J3DtCRPUGl+tWpx9yDh8+bFBsYNasWejcubOzhkZkNww5bqCujQi/z679DeyhQ4eQn59v1WNSzlfe5NelKZu2q7WXIr9e7fHR7seRSCSYOHEizp49i44dO1Y7b9y4cfj+++8xcODAao+tiS2CLxtUElF9xOW6xnXs2BH3338/AGDfvn26YgPBwcF49913nTgyIvthyHETdWlEmLzjm1o/b232l1wvFvFzrqbWTdm0AScsRMT5mb4mfxhZusfHUUveKioqkJ6ergs3n3/+udlSnU8//TT27t2rCzvWvNZ1Db4MOHVX35ZSEtV3XK5rmiAIuipr586d0xUbWLZsGfz9/Z05NCK7YchxI7VtRNi/f/9aP6e1lcJ0j/tzNsfapmz6AWfH2Mq9O8Z+62bpHh9HLnkrKirCDz/8UGO4qUobdhYvXmzVD9u6BF8GnLqpj0spieo7Ltc1T3/Jmvbvzz//vJNGQ+QAogsrLCwUAYiFhYXOHopTzJgxQwRg8NGhQ4caH6fRaCy6vvY8hUJR7XkAiPHx8WYf//vvv+vO9fLyEmNjY8V//vOfRq8FQGzeSND9+bEWElH8p7/JD80CP3FmT6nBOPbt2yd6y2Xi4FCpWPaOn8nzo6KiRADirF5SUbPA8Lyyd/zEwaFS0VsuE5cvXy56y2ViiL/E7Ne7fv16EYAY4i8RveUycd++fdXOSUlJMfo1X7p0qcZ/h4cffrja41566aUaH2epffv2iUHNmtb47xkfHy8GNWtq9Osjy2nfp7Z4XxHVJ2VlZeLp06fFsrIyp47D2M8KYz9TtP8H9X9W6P+McLf/k1lZWbqfMR4eHuLPP//s7CFRA1WX7xXWZAPO5LghRzUi3LlzJ7y8KstBX7hwAevXr0ebNm2Mnrtq1Srk3BMx6kFPPNXKAz/d0OBGsfG+BaKRGRxRFBE1fhwaS8uR/JwMck/Dseuvo7Zkj4+vRIU3X59rsyVvriw8PBw5uXk19n6IiYlBTm4eZ3DqwNZLKYnIelyua1x2drbuz7GxsXjkkUecNxgiB/B09gCo/mrcuDEuXLhgMtjomzx5Mo4cOYLExET8HOOD22XAtUINWvhVz9nGmrIJgoD3P1iI2NhYvPmd0miA0QadKd290C1IYnIJXNTXZbhTJmLgA17YMbYyMK0eWlnhLDY2FkDlDb+xCj07xsowapsSwyOH1asfgo4Kvg1Z1aWUDeF9ReSqtEFneOQwdFhbguwijcnlugAwbdo0JJ+tQL7Kyy3/D6pUKsybNw8A0KRJEyxcuNDJIyKyP87kUK1NmDDBooADABs3btTNsDwc7IGBD3ji8RDjGdtUU7aYmBij1cD01bTHZ8y2Mnx7vgIDH/DCN+PkuhmhqhV1alvWmhomYwEH4PuKyJlqu0/V3QIOACxfvhyXLl0CACxduhSBgYFOHhGR/XEmhxzi1VdftbopG2D4G3D9v0+bNg0ALO6BIIoiZqUp8O35CrTwk2DHWLnJJW8AsNaCJW8d1pYgavw45OTm1fj85L4Ml1L62vR9xZk1orrRLtet6f9STEwMpk6d6pb/53744Qe89957AIC+ffti0qRJTh4RkWMw5JBDxPbwqlVTNqDuQUe7x2fdT+WIjo5GQkJCnZe8actax3+00C1/KJLlbLmUku8rIttraMt18/Ly8PPPP6OsrAwHDx7EunXroFKpcN999+Hzzz93m6+TqCYMOeQQHw0y3bPgVJ7G6I1fTUEnKysLaxITMflRLzwc7GHyufX3+GzZsgV9+vQxG5C0S96MMVYUgUhbHIPvKyJyti+++AJvvPGGwefkcjn++9//WrzEnMgd2HVPjlqtxvz589GuXTt4e3vjb3/7Gz744AO3aKxF1rF1U7b4+HjdHp9uQebfxlX3+FStqGPp+5E3omQO31dE5AqOHj0KAPDy8kKbNm0wceJEHD16FAMGDHDyyIgcy64zOUuXLsUnn3yCzz//HF26dMFPP/2ESZMmISAgALNnz7bnU5OLUVSIaCT9K+iIVZuyJSQAqP4bcP2mbCnJlU3ZjFWnMsfYjFBtl7zxRpTM4fuKiJztyy+/dPYQiFyCXUPOwYMH8cwzzyAyMhIA0LZtW2zduhVHjhyx59OSCxr3tRIp4ys3+xu7sTO2hExRUb1ngbUBR8tU0KnNkjfeiJI5fF8RERE5n12Xq/Xu3Rv79u3D+fPnAQAnT57E//73PwwdOtTo+UqlEkVFRQYf5B5+uF73pmwbNmyoMeCIooiTuWqTS9/0y/lOmDCh1kveiEypy1JKIiIisg27zuT84x//QFFRETp27AgPDw+o1WosWrQI0dHRRs9fsmSJrswhuZf/fr0d//fs32vdlE0URSyYPw8h/hIsHWg64GgDlKkgpN3js+WXciQkJGCmDcpaE2nZYikl31dERER1Z9eZnC+//BIJCQlITEzE8ePH8fnnn2P58uX4/PPPjZ7/1ltvobCwUPdx7do1ew6PHKhv3751asomCAIStyYhX+WF0V8qoagwnKmptsfHxOZvRYWIxz4tRYFCxMxeUqyuxZI37UwQf/NO+uq6lJLvKyIiItux60zO66+/jn/84x8YN24cAOChhx7CH3/8gSVLluCFF16odr5MJoNMJrPnkMiJ6tqUTdu9enjkMIzaptR1lrdmj0+PDaU4fUttNuDUtqw1NVyWLqXk+4qIiMgx7DqTU1paConE8Ck8PDyg0Wjs+bTkwuralE0bdLKyrd/j80ySAuduqxHiL8GyGpa81aasNTVM1iyl5PuKiIjIMewackaMGIFFixYhNTUVV65cQXJyMlauXInRo0fb82nJzekHnQ5rS0yW39UPOh3WluD76xIs/Wi5TZa8actaJ25NYvfoBs6WSyn5viIiIrINu4acNWvW4Nlnn8XLL7+MTp06Ye7cuYiNjcUHH3xgz6elBkAbdKzd4xMXF2cwE6S9Ia265G3Lli1GGzsaK2tNVHWGke8rIiIi57Lrnhw/Pz+sWrUKq1atsufTUANV2z0+Vff2JD8nwxt7jS95A/5q7Lh0oAyjv+SNKBnH9xUREZHrsGvIIbK32u7x0b8hrW1Za6Kq+L4iIiJyDXZdrkbkymq75I03omQO31dERETOx5kcatDqWtaayBi+r4iIiJyLMznU4NW1rDWRMXxfEREROQ9DDhERERERuRWGHCIiIiIicisMOURERERE5FYYcshiVTu0ExERERG5IoYcskhGRgaaBwdhw4YNZs87cOCAYwZE9YKlwZgBmoiIiGyJIYdqlJGRgeGRw+ClyEdsbKzJoBMfH48vvvjCwaMjV2VpMN6wYQOaBwchIyPDQSMjIiIid8eQQ2ZpA05YiIjzM30xs6fUaNCJj4/HtGnTMKCdh5NG6r7q42yINcE4NjYWXop8DI8cxqBDRERENsGQQyadPXtWF3B2jJXB20vA6qGyakFHG3Bm9ZIi6iEvJ4/avdTH2RBrg/GsXlKcn+mLsBCRQYeIiIhsgiGHTFq7Zo0u4Mg9KxsWCoJh0ImOjtbdqP5riAym2hpmZmY6buBuoj7OhugHHEuD8b+GVJ63Y6yMQYeI7Obq1at4//338fzzz2PUqFF4/vnn8f777+Pq1avOHppdjRkzBoIgQBAELFu2zOy5S5Ys0Z3bq1cv3Lt3z0GjJLI9hhwyyddTjeTn/go4WvpBJzEx8a+AY6Zz+6QXX3Sp5VSu7saNGxgeOQx9QjQ4P9MXM2qYDZn552xInxCN00JC1YBjcTD+830j92TQISLby8zMxMhnRqJdu3ZY+OFCfHP0G2RcycA3R7/Bwg8Xol27dhj5zEhkZWU5e6h2sWTJEnh6egIAli1bhuLiYqPnbdy4EW+//TYAoGPHjkhLS0OjRo0cNk4iW2PIIZMKFCLe/E5pNJxob1xPxPrWGHAAYN78+TWeQ3/ZuzcdfUI0+GasHN5eAtYMlVULOvoBZ/WfsyHfjJU7JeiIooio8ePQWFpep2As9xSQ/JwMjaXliBo/jsGYiGpNFEUsX74c/fr1Q8aJDARPCEboylC0easN2rzWBm3eaoPQlaEInhCMjBMZ6Nu3L1asWOF233cefPBBTJ48GQCQn5+PlStXVjvn22+/RWxsLACgVatWSE9PR5MmTRw6TiJbY8ghk6Kjo7HmiAqv7DYddB4O9rAovLz00kv2GKLbCvYR8c1YucFsiH7Q0c6GaAOO/myIM4KOIAh4/4OFyC7S1CkYi6KIN/YqkV2kwfsfLGQwJqJaW7lyJV5//XU0Hd4Ubd9ti/vD74eHt2FxHA9vD9wffj/avtsWTYc3xdy5c42GgPru3Xffha+vL4DK1+XOnTu6Y99//z3Gjh0LtVqNxo0bY8+ePWjVqpWzhkpkMww5ZFJYWBjWr19vNuiQfQx4wNPobIg26CQmJlYLOFpyTwE7npM7fDYkJiamxveLuWAsiiJm71Ji7VEV4uPjERMT44hhE5EbyszMxNy5c9F0eFMEPRsEQWL+FyaCREDQs0FoMrwJ5s6d63ZL14KDgzFnzhwAQFFREZYuXQoA+OWXXzBy5EgoFAr4+voiLS0NnTp1cuZQiWyGIYfMio2NtSroMAbZxtHrFSZDwpo/Z0OMBRygMiy8vleB7CINoqInOHQ2xNr3ixYDDhHZ0oqVK+Db2hfN/t7MqscFjQmCbytfrFi5wk4jc57XX38dzZpVvh5r167FoUOHMHjwYBQUFEAqlSI5ORm9evVy8iiJbIchh2oUGxuLqKgorDmiwqk8jdlzrxWaP06WOXNbrMNsiALrjpbjPrmAxIQtDp+BszoY2yDg1MdeQkRkH1evXkVqSioC+gVY/UseQSLAv78/Unam4Nq1a3YaoXP4+flhwYIFAIDS0lL06dMHOTk5kEgk+OKLLzBo0CAnj5DIthhyqEbx8fG6zeLdgsy/ZVoF8C1lC80bCbWcDVFg7dFy9GvjgQKF6LR9LdYE41N5Gqw9qkJ0dHStAk597CVERPazefNmeMg8EPBkQK0ef9+T98FD5oFNmzbZeGTOFxMTg9DQUACAWq0GAKxZswZjx4515rCI7IJ3pGRW1X4mNd0wc5u4beTcE9G/rYeVsyF/BZwDf6iduuzLmmDcLUiCmT2lSEhIqDGoVFUfewkRkX1duHAB8tbyakUGLOXh7QF5azkuXrxo45E5X15eHpRKpe7vXbt2xcsvv+zEERHZD0MOmZSVlWVVwCHb6d27N/ZfUaNDY4kVsyHl6HC/xCUCjlXBWDDeMLQm+n15zs/0Nfl4/fGcn+nLPjxEbq64uBiQ1/EissoN+u4kPz8fERERBsvwfv31V+zatcuJoyKyH4YcMikhIcHsjaooijiZq7ZoOdVnn31mjyG6rY4dOyIqKgrn8zWY2cvLotmQGT29cP6OptbLvmzB2oCjZW3Qqdp41NvL+OOrjsfbiw1Hidydn58foKjjRZSAv7+/TcbjCkpKShAZGYkzZ84AMGzr8I9//AMajflfpN2+fRuCIKBTp06oqKjAmjVr0LNnTzRq1AgtWrRATEwMCgsLTT7+ypUrmDNnDjp16gRvb28EBARg8ODBOHjwoMF5586dgyAICA8Pr3aN5557DoIgoGvXrtWOPf/88xAEAXv27DH7dVDDwpBDJt0nF7B0oOmAM3uXEo/El1i0nGrhBx9w07cVzp49q1cmWm7RbMiaoXLM6OlVq2VftrBhw4YaA465YGxp0KkacPR7Cek/XttLqOp45J4MOkTurH379lBcVUBdpq7V49VlaiiuKnR7V+q78vJyjBkzBocPHwYAzJ07Fxs3bsSoUaMAAKdOncKWLVvMXuPnn38GALRp0wa9e/fGu+++i5CQEAwaNAhFRUX49NNPMX36dKOPTUpKQufOnfHxxx9DLpdjxIgR6NChA9LT09GvXz/s3btXd25gYCAA4N69ewbXuHz5MrZv3w4AKCgoMDiWl5eHL7/8El26dMHgwYMte1GoQWDIIZNKKjww+kslFBWGN6T61bBqahiqtWnzZi53s8LBgwdN9sEx5a+gY92yL1sQRREL5s9DiL+kTsFYEAQsGyRDiL8EC+bPq3aOKIqIGj8OjaXlSH5OZrSXkDboaPcEGQtcck8Byc/JHN5LiIjs78UXX4RaqUbhIdMzC+YUHCqAWqnGpEmTbDwyx9NoNJg4cSLS09MBABMnTsSyZcsAAAsXLoREUnkbOH/+fIO9OlWdOHECALBnzx507twZV69eRXJyMpKTk3H06FF4enpi+/btumIGWt999x2ef/55+Pv748CBA/j555/x5Zdf4ujRo9i8eTPKy8sxe/Zs3fnakFNcXGxwnVWrVkGj0aBXr164e/euwbH169dDpVLhtddeq8UrRO6MIYdMmjlrFrKyBYza9lfQqVrud8uWLYblgk1cq2/fvo4buBvo1ERitg+OudkQbcNQRwYdQRCQuDUJ+SqvOgVjRYWI0V8qka/yQuLWpGpfvyAIeP+Dhcgu0uDN70wHpdV/9hIyN6P0xl4lsos0TqtAR0T20bp1a0QOj0ThgUKIGut+gSFqRBTtL8LwEcPRqlUrO43QcWbPno2kpCQAQGRkJDZu3Kj7ftelSxdER0cDqCy7vXbtWpPX0Yacp556Cv/+97/h6+urO9apUye0adMGSqXSYMmaQqHQLYtLS0urdh/wwgsv4NFHH8XZs2eRnZ0NAPDy8oKvr69ByLl79y4+++wzDB8+HL169UJpaSlUKhWAylmq+Ph4NGvWDBMmTKjVa0TuiyGHTOrYsSNSUtN0Qaes3Hg/E/2+KIm/lDt51O6hZ0vzfXBqmg35yMxsiL2Eh4cbvF8sDsZ/jk9RIWLUNiWysgWkpKYZXZMNVJZArakPT829hNh4lMidzY2bi5KrJbi5/aZVj8vbnofS7FLEzYmz08gc591338W6desAVBaz+eqrr+Dp6WlwznvvvQcvLy8AwOLFi6stBdPSLlebP39+tWsAlXt2vL29dTMxALBp0yZcu3YNzz//PLp37270um3btgVQWRRBKzAw0CDkxMfH4969e5g7dy4CAirLgmtnc7766ivk5OTg5ZdfhkwmM/laUMPEkENm6d+4dlhbYvLGUBt09l2u3RpoMvTdpQoTsyGVZaKHhZouL62oEPFMUiluFGsQFT3BobMUVYOOJcH4ld2V51kScLSsbTiqxYBD1DCEhYVh+fLluJVyC7n/za1xRkfUiMj9by5up9zGRx99hLCwMAeN1D7WrVuH9957D0DljE1KSgq8vb2rndeuXTtMmTIFAHDnzh18+OGH1c4pKyvD+fPn4e/vjwEDBlQ7/scff6CwsBBdunQx+HmTnJwMoDLsCIJg9EN7jn44CgwM1O3JUalUWLNmDR577DGEhYVVCzmrV6+GXC5nGWwyqnocJ6pCe+MaNX4c4j9aaPLGMDY2FgcPHsQXX3zh4BG6n7x7IkYllWLHOB/IPYVqfXDSLqp1fXQA6JZlKSoqH/e/q2rc7y0gMWELVqxY4ZSgMzxyGDqsLUF2kcZkMAaAadOmIflsBfJVXhYFHGOPB1BjNTcGHKKGZc6cOQAqN9qXnSyDf3//ykafev1z1GVqFBwqQNH+IpRcK8Hy5ct1j6uvkpKSdPtcWrdujT179hiEiKrmz5+PzZs3o6ysDKtXr8asWbPQsmVL3fFffvkFarUajz76qNFZnOPHjwMAHn30UYPPnzx5EoIgYOLEiWbHK5FIEBISovt7YGAgNBoNSkpK8NVXX+HGjRtYsWIFABiEnKNHj+Lw4cOYMmUKmjZtavY5qGFiyCGLhIeHIyc3r8ab5X79+jHk2ECgt4CsP9QYlVSK5LE+eGOvYaPP6OhoJCQkGASdpQNlGL2tFFl/qNGlmSd+u+OBFCP7WhzBmmAsCAIWzJ+HlOQkiwOO/uOzsrKwJjERkx/1wsPBppv/VfYSUjm1xDYROY4gCIiLi0PPnj2xYuUKpGxJwe2vbkPeWg7IAChRWYVNqcbwEcMRtyWu3s/gAMC4ceMwbtw4i89v3rw5SktLTR7XLlXr0aOH0eOmQs7t27dx3333YfPmzRaPBTAsPrBy5Uq0bt0azz77LADDkJOYmAhBEFhwgExiyCGLcXO249xVCng0yANZf1Sgw9p7yC4SdQFHOwvRp08fTJs2TRd0ks+WI79U/CvgWDErUpUoihb9e5s7z9JgHBMTg6lTp9bq/RUfH6+romZJL6GZPaVYm5CAsLAwBh2iBiIsLAxhYWG4du0aNm3ahIsXL6KoqAj+/v4IjQrFpEmT3KLIgL1oiw6Y2ldjKuQEBATg7t27yM3NRXBwsMXPpw05X3/9NX755ResWLFCN4OkDTlnzpzBV199hcGDB6Nz585WfT3UcHBPDpELGjQoAr/d8UCXZp5QqVEt4AB/7UvZf6Vy6ZpKDZsEnIyMDDQPDqqxMtuGDRvQPDjIbJ8Za8pfW8vaxqPWNhwlIvfSqlUrLFiwAF988QV27NiBL774AgsWLGDAqYElIcfDwwMPP/ywwee1PWumTJlitKDBr7/+im3btlX7vDbkLFmyBP7+/ro9Q8BfIefjjz+GSqWq90sLyb4YcohcUIsWLZCSmobf7njAS4JqAUdLP+h4SWCTgDM8chi8FPlmg0B8fDxiY2Phpch3SkNNawOOFoOOZawp5EBE7kuj0eDUqVPw9fXFgw8+WO14Tk4OcnNz8eCDD1YrbLBkyRIEBwcjNTUVbdu2RUREBCZMmICRI0eiQ4cOeOihh/DTTz9Vu6Y25Fy/fh1Tp06Fv7+/7pg25Fy/fh0PPfQQBg0aZMsvl9wMQw6Ri9Lua6nwbmJ2o3xsbCzi4+NR4d3EJgEnLETE+Zm+JoOAfsA4P9MXYSGiQ4POhg0bagw4NfUSYtAxzZYzeURUv50/fx6lpaV4+OGHdY1D9ZlaqgZUloc+ceIEXn31VQQFBSErKwvbt2/HyZMn0apVKyxduhSvvPJKtcdpQ46np2e149qQA4B7cahG3JND5MIcsa8FMAw4O8bKIPesDALAX1XMYmJijM6g7Bgrw6htSgyPHFankGUJURSxYP48hPhLsHSg6YCjraJmKggJgoBlg2TYca4CC+bPq9Nr506074PG0nKDf/eqtO+DEH+JQ/7dicg5OnbsaHbGNjIy0uzxoKAgfPzxx/j4448tfs6ZM2di5syZRo+1bNmSM8hkMc7kELk4e+5rAYwHHO319Gc8oqOjjc6gyD0rg44jZnQEQUDi1iTkq7ww+kuliV5CSl0VNXO9hEZ/qUS+yguJTqpA52rqy0weERGRJRhyiBowURQRNX4cGkvLkfzcXwFHSz/oaKuYGZsZkXsKSH5OhsbSckSNH2fX37RVbTiqDTpV++Bs2bLFaMNQRYV1jUcbgqpB19vL+JK+qjN53l6OC7hERETWYMghasAEQcD7HyxEdpEGb35XfcZDe87qoTKciPU1uwfmjb1KZBdp8P4HC+0+M1I16JSVG2/0qS3MoA06ZeUMOFXVp5k8IiIiS3FPDlEDFxMTA1EUMW3aNAAwuYfFVKPNqjMojuo/ow06wyOHocPaEmQXaUxWoAOAadOmIflsBfJVXgw4fzKcyfM1OZMHAGstmMnrsLYEUePHWbSPjIiIyJ44k0NE1WY8rCkh7IyAo6UNOuXyxhZVoCuXN2bA0VNfZ/KIiIhqwpkcN2Jpl3oiY/RnPADjMzr6nB1wtBxVgc5d1deZPCIiInM4k+Mm2LOCbCE2NhZRUVFYc0SFU3kas+eeytPoqpg5+8bW3hXo3F19nckjIiIyhSHHhWVnZ1t0nrO7z5P7iI+P11VR6xZk/ttDtyAJZvaUIiEhgQ013YC1QYcBh4iIXBlDjovKyMhASsrOap8vLCw0+Dt7VpCtGGv0aU7V6lsMOvVffZ3JIyIiqoohxwVpS7q2aFT9WF5eHntWkM1ZG3C0GHTcC2fyiIjIXTDkuBj9nhXDQqtv9L1PDvasIJvasGFDjQFHFEWczFWbrb7FoFO/cSaPiIjcCUOOC6nafd7TyL9OM1/BpbrPU/0miiIWzJ+HEH8Jlg40HXBm71LikfgSk3s1BEHAskEyhPhLsGD+PL7n6hnO5BERkbthyHEh1XpWGD+LPSvIZgRBQOLWJOSrvDD6SyUUFYbvOv3N5dHR0SY3pSsqRIz+Uol8lRcStybxPVePcCaPiIjcEUOOi4mJidFVOPr+D7XRc7Q9K8z91p0Vj8hS2oaaWdkCRm37K+hUfS9t2bLFaPUtRYWIUduUyMoW2GiznuFMHhERuSuGHBekLeX6y03z1Y2qYsCh2qoadMrKjb+XqpYZLitnwKnPOJNHRETuiiHHRcXGxqJv374Wn8+AQ6ZY+lv1/v3764JOh7UlJt9L+kGnw9oSBpx6jjN5RETkjhhyXFjXrl0tPpc9K8iYjIwMNA8OqnGfxIYNG9A8OAgAkJKahnJ5Y7NhOTY2FvHx8SiXN+aNrRvgTB4REbkbT2cPgEz79ddfLT5X27NibUICwsLCGHTciCiKFi3/qXqethx5Y2k5YmNjAcDo+0JbWSvEX4LhkcOQkpqGnNy8Gp8zJiYGU6dO5dIkN6ENOsMjh6HD2hJkF2lMzuQBwLRp05B8tgL5Ki8GHCIicjmcyXFR8fHxyMzMtPh8VjhyT9bOxGj7Iun3Wzo/09fk+0K/dPD5mb66/kr79++3aHwMOO5FG3Q4k0dERPUdQ44L0t54PtTMun8eBh33og0qXop8s/+e8fHxiI2NhZciH8Mjh2HFihW6gLNjrAzeXsbfF1V7o3h7sZEsVQadnNy8GmeDY2JikJObx4BDRPXe999/D0EQ4OHhgZMnTzp7OC4lLS0NgiBAJpPh/Pnzzh6OVRhyXIx+z4o+bTyMnsOeFe7vxo0btZqJ6ROiwRuvz0WX+9XYMVYGuWflTEvV90V0dLTR3ihyTwYdsnyGjjN5RK7rm2++gSAINvlYsGCBs78cu1Gr1ZgxYwYA4Pnnn8fDDz/s5BG5lmHDhqFfv35QqVSYPXu2s4djFYYcF1KtZ4Xxs9izogHYuze9VjMx34yVI7ydB367WYGD1wz7LOkHncTERJPNH+WeApKfk6GxtBxR48fx/UNEVA8dOXLEZtd67LHHbHYtV/P555/jl19+gUQiwTvvvOPs4bik+fPnAwD27NmDffv2OXk0lmPhARei7VkxPHIYRn+pRNuA6ufcLBH/6lmRkAAA1W5U9XtWpCSzZ0V9FOwDozMxQOV+iMzMTKNBRe4pYOd4H4zcWorhiaVIifJBeLu//ptrrzOluxe6BUlMNn98Y6+ycuP5Rwv5/iEiqodGjx6Nnj17mjw+efJk3LlzBwCwfv16BAUFmTy3f//+Nh+fKygvL8d7770HABgzZgzat2/v5BG5pvDwcDz22GP46aefMG/ePAwYMMDZQ7IIQ46L0a9wdPpWRbXjBQroNgT36dMH06ZNA/BX0GHPCvcw4AEPXcDR0g86a2uYiflmnA/ar7mHqK/LkBPXyOAcQRDwcLDppZDst0REVP899thjJmdgCgoKdAHHx8cHU6dOhUTS8Bb3bNu2DVevXgUATJ8+3cmjcW3Tpk3DlClT8OOPP+KHH37AU0895ewh1ajhvaPrAW3QuXGv+rGgoCD2rGgAfrpufs/ViVhfowEHqAwqr+9V4nqxiM5NLf8vzoBDRO4oIyMDcXFxUCgURo8rFArExcU1qD2IP//8s+7P3bp1a5ABBwDWrVsHAGjVqpXbzlbZynPPPQe5XA4AWLt2rZNHY5mG+a6uB8LDwzF8+Ihqnw8IMFzDxu7z7un0bY3ZPVcPB3uYDDizdymx7s8ljfuvqE1ex9jjGHCIyJ2kp6dj2NChWLlyJcaMHl0t6CgUCowZPRorV67EsKFDkZ6e7qSROpZ+yOnevbsTR+I8586dw48//gigcqlaTUuztecIgoBly5aZPXfJkiW6c3v16oV794z81rqe8fPzQ0REBABgx44dKCwsdPKIasaQ48JCQkIsOo89K9xP7969seaICrN3Kyze+C+KImbtUuiCypYtWxAVFYU1R1Q4lacx+9hTeRrdXi8GHCJyB+np6Rg5YgSelMnwScsQZOzdaxB0tAEnY+9efNIyBE/KZBg5YkSDCDrHjx/X/fnRRx914kicZ/v27bo/9+3bt8bzlyxZAk/Pyl0ey5YtQ3FxsdHzNm7ciLfffhsA0LFjR6SlpaFRo0Y2GLHz9evXD0Dl/51du3Y5dzAWYMhxE+xZ4V78/f3h5emJtUfKLQo62oCz7mg5vDw9ERoaivj4eF1xgm5B5v+rdwuSYGZPKRISElh2nIjqPf2Asyq4Ofo2aoR1zVvogk5hYaEu4Kxr3gJ9GzXCquDmDSbocCanslKY1hNPPFHj+Q8++CAmT54MAMjPz8fKlSurnfPtt98iNjYWQOUSuPT0dDRp0sRGI3Y+/ddp9+7dThyJZRhy3AirYLmPvXvTEd5WgrFdKoOOJTMx646WY1xXT4S3lWDokMFG++CYwv5KROQuMjIyDAKO9M/9Jr19fXVBp13btrqA09vXFwAglUgMgo677tEpLS3FuXPnAABeXl7o2rWrk0fkeGq1Gj/99BOAyjDSvHlzix737rvvwvfP98vKlSt1xRuAyoaiY8eOhVqtRuPGjbFnzx60atXK9oN3ou7du0MqlQKAbqmfK2PIIXJBwT7A8PYCtv1WYcVMjBeSfq3AiPYCwlqJ8JIAzzxofO+OMQw6ROQOUlNToVSpMNY/QBdwtLRBJ1ChMAg4WlKJBGP9A6BUqZCamurIYTvMyZMnoVZX9lHr0qWL7qa1Ibl8+TJKSkoAVC4ps1RwcDDmzJkDACgqKsLSpUsBAL/88gtGjhwJhUIBX19fpKWloVOnTrYfuJPJZDI88MADAIDz58+bLObhKhhyiFxQK39g1i6llTMxcszs6YWZu5R45kFPBDUSEL29+lI3URRxMtd89TYGHSKqrxYtWoShQ4bg1dwcHPzzRlZfb19fpLRpWy3gAMDBkhK8mpuDoUOGYNGiRY4YrsNxqRpw5coV3Z/vv/9+qx77+uuvo1mzZgAqq4wdOnQIgwcPRkFBAaRSKZKTk9GrVy9bDtelaF8vURR15bddFUMOkQv68boGM3t5WRRwtLRBZ0ZPL8zapUR2kYj3+xs+XltF7ZH4ErPV25YNkiHEX4IF8+dZXPiAiMgVyOVybE9ORvigQZiRc8No0DHmYEkJZuTcQPigQdienKwrl+tuWHQABsvMGjdubNVj/fz8sGDBAgCVS//69OmDnJwcSCQSfPHFFxg0aJBNx+pq9F8v/dfRFTHkELmgTk0ErB4iN1km2txMzJo/g46xx2nLREdHR+v6K1W9jqJCxOgvlchXeSFxaxL3ehFRvWNt0GkoAQfgTA4AKJVK3Z/9/PysfnxMTAxCQ0MBQLf0b82aNRg7dqxtBujC/P39dX8uKytz4khqxpBD5IJ6tvQ00wdHUeNMzEeD5GjpJ2DB/spzqvbB2bJli0EjWe11FBVsKEtE7kEul2NrUhJ8/Pyw+PYts+cuvn0LPn5+2JqU5NYBp7y8HL/++isAQCKR4OGHH3byiJxDJpPp/lxUVGT14/Py8gyCUteuXfHyyy/bZGyuTr8/jre3txNHUjOGHCIXtO+SGoqK6ntpZu9SYO3RckQ/5GV2JmbUlwrk3BPRKsADigoYbfSp30j2ld1KlJUz4BCR+1AoFBg/bhxKi4vxdpOmZs99u0lTlBYXY/y4cS6/mboufvvtN6hUKgBAhw4ddJXCGpq6LLnKz89HREQErl27pvvcr7/+Wi/6xthCfn6+7s/W7mdyNIYcIheUWwqM2qbUBR39gBM/XI4tY7yxPlJucibm+2wJln20HL/d8UCHtSXVAo6WftDpsLaEAYeI3IJ+o09jVdSq0i8vrd8w1N3Udj/O9OnTIQiC0WbRN2/eRGhoKCQSCTZv3lznMf78888Wv/6JiYkQBAGjR482ec6aNWsgCAKmT5+u+1y7du10f7Ym5JSUlCAyMhJnzpwBALz00ku6Y//4xz+g0Zhv93D79m0IgoBOnTqhoqICa9asQc+ePdGoUSO0aNECMTExBjMlVV25cgVz5sxBp06d4O3tjYCAAAwePBgHDx40OO/cuXMQBMHoz/LnnnsOgiAYLR3+/PPPQxAEgx5CVWlfL0EQ0KZNG7Nfr7Mx5BC5oEGDIrD/Dw1GbC1FWXllo09twInpUVnuM/YxqS7ozN6tQFm5iBFbS3HgDw1SUtMQFxeHlNQ0lMsbGw04WrGxsYiPj0e5vDEDDhHVe9YGHK2GEHT0Q441+3H++c9/wtfXF5s2bcLvv/+u+/y9e/cwbNgw/P7771i6dClefPHFOo3v2LFj6NOnD0aNGmXR6//UU08BAA4fPmz0eF5eHubPn48mTZpg8eLFus+3bdtWtxdHG1hqUl5ejjFjxuiea+7cudi4cSNGjRoFADh16hS2bNli9hra/VBt2rRB79698e677yIkJASDBg1CUVERPv30U4Mwpi8pKQmdO3fGxx9/DLlcjhEjRqBDhw5IT09Hv379sHfvXt25gYGBACr/ffRdvnwZ27dvBwAUFBQYHMvLy8OXX36JLl26YPDgwUbHoFAocPnyZQCVzVH1l/25IoYcIhdUVFQEVXkFMq+o0WHtPayrEnC0tEFn7ZFydFh7D5lX1FCWV+DixYsAgPDwcOTk5pkMOFoxMTHIyc1jwCGieu+dd97Brt27sSq4ucky0cP/uGKyvPSq4ObYtXs33nnnHUcM16FqW3QgODgYr732GioqKvDuu+8C+Oum/9ixY5g7dy5ef/31Oo+va9eu6NevH/bs2YNnnnmmxqDTpk0bhISEICcnB3/88Ue143PnzkVhYSGWLFmiu/EHKvcj9ezZEwCQnZ2NGzdumH0ejUaDiRMnIj09HQAwceJELFu2DACwcOFCSP7sxzR//nyDvTpVnThxAgCwZ88edO7cGVevXkVycjKSk5Nx9OhReHp6Yvv27bpiBlrfffcdnn/+efj7++PAgQP4+eef8eWXX+Lo0aPYvHkzysvLMXv2bN352q+1uLjY4DqrVq2CRqNBr169cPfuXYNj69evh0qlwmuvvWZy/MePH9ctd3ziiSdMnucqGHKIXNDBgwcxq5cUu6K9Ua6G0YCjFfuYFPHD5ShXA7uivav1uLGmBDURUX0XGRkJmVSKbUWFUFVZPqStonZXLjdadU2l0WBbUSFkUikiIyMdOWy702g0OHnypO7v1paPfv3119GkSRMkJibit99+w6RJk7B3716DG/66kslk2L59O0aOHIn09HSMGDGixgpe2tmcH3/80eDzWVlZ2LJlCx5//HFMnjy52uOGDBmi+7OpmSCt2bNnIykpCUDl+2vjxo26n5ldunRBdHQ0AODq1atYu3atyetoQ85TTz2Ff//73wZ7ojp16oQ2bdpAqVQaLFlTKBS6ZXFpaWno27evwTVfeOEFPProozh79iyys7MBAF5eXvD19TUIOXfv3sVnn32G4cOHo1evXigtLdUFlvLycsTHx6NZs2aYMGGCyfHrv8amZntcCUMOkQvq3ESCfw2RYcADXsiJa2QQcIyVkI7pIUVOXCMMeMCLzTyJqEELDw/Htzt34pBSiVdzc3RBR79M9OUrV6qVl1ZpNHg1NweHlEp8u3On281snz9/HiV/fq1t27Y1mNmwhL+/P+bPnw+NRoP+/fsjISGh2g2/KdHR0ejYsaNFH926ddNVgPvuu+9qLMv89NNPAzC8Aa+oqMCMGTMgkUiwbt06o+PT38eTkZFh8vrvvvsu1q1bBwDo3bs3vvrqK3h6ehqc895778HLq7J1w+LFi6stBdPSzqTNnz+/2jWAyj073t7eBv82mzZtwrVr1/D888+bnH1r27YtAMOiAIGBgQYhJz4+Hvfu3cPcuXMREBAAALrZnK+++go5OTl4+eWXzS5By8rKAlBZuXDo0KEmz3MVDDlELuixlh66b8qWNvPUP5/NPImoIYuIiDAIOpn37hn0wQkICDDoo5N5755BwImIiHD2l2BztmgCGhsbi4CAANy6dQuPP/640Rt+Y/744w+cO3fO4o9Lly7pHnvrlvny38ZmclavXo1ff/0VMTEx6NGjh9HHhYaGonfv3gCAbdu2oby8vNo569atw3vvvQegcsYmJSXFaNnkdu3aYcqUKQAqN+Z/+OGH1c4pKyvD+fPn4e/vjwEDBlQ7/scff6CwsBBdunQx+LmfnJwMoDLsCIJg9EN7jn44CgwM1O3JUalUWLNmDR577DGEhYVVCzmrV6+GXC43Wwb73r17uoIEzzzzjO4arqzmdyYROZy2hLTcs3rA0TXzTEgAAPxriMzgG6J+M8+UZDbzJKKGSRt0Ro4YgQPXszF0yBCDRp/ahqFjRo/G9N27IZNK3TbgALZpAvrOO+/ollJVVFRY3FPof//7n1XPM2fOHHz88cfo1KmT7gbelG7dusHPzw8///wzVCoVbt++jXfffReNGzfGokWLzD52xowZOHjwIG7duoVdu3Zh5MiRumNJSUm6fS6tW7fGnj17zM5+zZ8/H5s3b0ZZWRlWr16NWbNmoWXLlrrjv/zyC9RqNR599FGjwVAbQqsG0JMnT0IQBEycONHs1yKRSBASEqL7e2BgIDQaDUpKSvDVV1/hxo0bWLFiBQAYhJyjR4/i8OHDmDJlCpo2NV1q/csvv9TtkZo5c6bZsbgM0YUVFhaKAMTCwkJnD8UpZsyYIQIw+OjQoYPNn0ehUFR7HgBifHy81df67LPPjF6ruLjY5uN2JSkpKUa/7kuXLtX42Icffrja4zw8JOLgUKlY9o6fKP7TX9Qs8BNn9pQa/LusX79eBCDO6iUVNQsqzyt7x08cHCoVveUycd++ffb+somIdMrKysTTp0+LZWVlzh6KgX379olz5swxOa6ysjJxzpw5/J5Zg2XLlokAxO7du4s9evQQAYjbtm2z+fPMnDlTBCB27txZzM3NtegxgwYNEgGIP/74ozh27FgRgLhhw4YaH1deXi62adNGBCCOHj26rkM3S/sze86cOUaPz5s3TwQg/r//9/8MPi+RSMTAwECrn++ZZ54RAYg5OTniQw89JLZu3VosLy8XRVEUk5KSRABiamqqGB0dLQqCIP72229mr9ezZ08RgPj4449bPZaq6vK9wppswOVqRC5o0KAIZGULGLWtskknm3kSEdVOeHg4VqxYYXLWQS6XY8WKFfyeacbnn3+ON998E6Ghodi1a5euHPO8efNQUVFhs+c5ePAg/t//+3/o0qUL9u/fj6CgIIsep92X8+GHH2Lbtm3o1auXbvmYOZ6enliwYAEA4JtvvtHtBbIHbdEBU7NopmZyAgICcPfuXeTm5lr1fNpZp6+//hq//PILXnnlFd0MknYm58yZM/jqq68wePBgdO7c2eS19u/fj6NHjwKorCZXXzDkELmgFi1aICU1DVnZApt5EhGR06SmpmLKlClo1qwZ9uzZg2bNmiEiIgJhYWG4cOEC/v3vf9vsuXr37o2vv/4a+/fvR7NmzSx+nHZfzo4dO8wWGzDmhRdewEMPPQSNRqMLPPZgScjx8PDAww8/bPB5bRWzKVOmGC1o8Ouvv2Lbtm3VPq8NOUuWLIG/v79B6NOGnI8//hgqlQpz5swxO/YPPvgAQOUS0IEDB5o915Uw5BC5qPDwcDbzJCIipzl06BCee+45+Pj4YNeuXXjggQd0x7T7Xd5//32Ulpba7DlHjRpldm+IMU888YRulmLq1Kl47LHHLH6sh4eHrnpacnKyQYEGW9FoNDh16hR8fX3x4IMPVjuek5OD3NxcPPjgg9UKGyxZsgTBwcFITU1F27ZtERERgQkTJmDkyJHo0KEDHnroIfz000/VrqkNOdevX8fUqVPh7++vO6YNOdevX8dDDz2EQYMGmRx7Wloa9u/fD6lUijVr1tTq63cWFh4gcmHaZp41/UYqJiYGU6dOZZEBIiKyidOnT2P48OGoqKjAzp07qy2jevrppzFkyBDs3r0bH3/8sVObpxYWFsLDwwMBAQE1Fhswpk+fPnatRHr+/HmUlpaid+/eusah+kwtVQMqy0OfOHECH374IdLS0pCVlQWJRIKmTZsiNDQUU6ZMQVRUVLXHaUOOp6cnXnnlFYNj+pXRzDX/BIBhw4bV2yqtDDlELo7NPImIyNE6d+5s0HfFmF27djloNOa9/fbbUCqVWLNmDRo3buzs4VTTsWNHs0EhMjLS7PGgoCB8/PHH+Pjjjy1+zpkzZ5qsgtayZct6G1ysweVqRERERFQvbd++HZ9//jmefvppi4oNUMPBmRwiIiIiqjfOnDmDFStW4Pr160hPT0fjxo3xxRdfcEUDGeBMDlE9lpGRgbi4OF2DrqoUCgXi4uKQkZHh4JERERHZx969e7Fx40YcPHgQERERyMjIQLt27Zw9LHIxnMkhqqfS09MxcsQIKFUqnDl92qCTN1AZcMaMHo1du3dj3dq1bt3Jm4iIGo7Zs2dj9uzZzh4GuTi7z+Rcv34dEyZMQOPGjeHt7W2y1B0RWU4bcJ6UyfBJyxBk7N2LMaNH62Z0tAEnY+9efNIyBE/KZBg5YgTS09OdPHIiIiIi+7NryLl79y6eeuopeHl5YdeuXTh9+jRWrFihK2tHRNbTDzirgpujb6NGWNe8hS7oFBYW6gLOuuYt0LdRI6wKbs6gQ0RERA2GXZerLV26FK1atcKmTZt0n+OaSaLay8jIMAg40j/r7ff29cW65i0wY+9etGvbFqXFxVjXvAV6+/oCAKQSCVYFN8eruTkYOWIE0nbtYtNQIiIiclt2ncn59ttv8dhjj+H//u//0KxZMzz66KP49NNPTZ6vVCpRVFRk8EFEf0lNTYVSpcJY/wBdwNHSBp1AhcIg4GhJJRKM9Q+AUqVCamqqI4dNRERE5FB2DTmXLl3CJ598gvbt22PPnj2YPn06Zs+ejc8//9zo+UuWLEFAQIDuo1WrVvYcHlG9s2jRIgwdMgSv5ubgYElJteO9fX2R0qZttYADAAdLSvBqbg6GDhlSq47QRERERPWFXUOORqNB9+7dsXjxYjz66KOIiYnB1KlTsX79eqPnv/XWWygsLNR9XLt2zZ7DI6p35HI5ticnI3zQIMzIuWE06BhzsKQEM3JuIHzQoGpV2IiIiIjcjV1DTvPmzdG5c2eDz3Xq1AlXr141er5MJoO/v7/BBxEZsjboMOAQERFRQ2PXkPPUU0/h3LlzBp87f/482rRpY8+nJXJ7crkcW5OS4OPnh8W3b5k9d/HtW/Dx88PWpCQGHCKyO1EUnT0EInJhjvoeYdeQ89prr+HHH3/E4sWLcfHiRSQmJmLDhg2YMWOGPZ+WyO0pFAqMHzcOpcXFeLtJU7Pnvt2kKUqLizF+3DhdHx0iIluT/FkMRaPROHkkROTK1Go1gL++Z9iLXa/es2dPJCcnY+vWrejatSs++OADrFq1CtHR0fZ8WiK3pt/o01gVtaq0VdeqNgwlIrIlLy8veHh4oMTCvYJE1DCVlpbCw8MDXl5edn0eu/bJAYDhw4dj+PDh9n4aogbB2oCjpd9HZ8zo0dybQ0Q2JwgC/Pz8UFRUhKZNm0IQBGcPiYhcjCiKKCoqgp+fn92/R9h3noiIbOqdd97Brt27sSq4ucky0UMv/W6yvPSq4ObYtXs33nnnHUcMl4gamICAAJSXl+PGjRvcm0NEBkRRxI0bN1BeXo6AgAC7P5/dZ3KIyHYiIyOxbu1abCsqxJM+PgYNQQ+WlGB69jWUA5h+PRuftAwxCEIqjQbbigohk0oRGRnphNETkbvz8fFBSEgIsrOzUVZWBn9/f/j4+MDDw4MzO0QNkCiKUKvVKC0tRVFREcrLyxESEgIfHx+7PzdDDlE9Eh4ejm937sTIESPwam4OVgU3h1QiwcGSErx8PRsVf55XIYqYceM61rVoid6+vlBpNHg1NweHlEp8u3MnwsPDnfp1EJH78vPzQ5s2bVBYWIiCggLk5+c7e0hE5GQeHh7w8/NDQECAQwIOwJBDVO9EREQYBJ2x/gF4NTcHGkHQLQ8RATQJDsaMnBtYFdwc24oKdQEnIiLCuV8AEbk9Hx8f+Pj4IDg4GOXl5ay4RtSASSQSeHl5OXw2lyGHqB7SDzoHrmfjsR498NOxYwbnlJaVof/AgZi+Zw9kUikDDhE5nCAIkEqlzh4GETVADDlE9VRERATSdu1CamoqCgsLq4Wcu3fvIm7uXHTu0gWRkZFcokZEREQNBkMOUT0WHh6O/v37o1WrVkaP7927FytWrHDwqIiIiIiciyWkieq5EydO4Pr160aP7dy508GjISIiInI+hhyies5ckDlz5gx+//13B46GiIiIyPkYcojquZpmazibQ0RERA0NQw5RPXbjxg389NNPZs9hyCEiIqKGhiGHqB5LS0ur8ZysrCwUFhY6YDREREREroEhh6ges2SWpqKiAnv27HHAaIiIiIhcA0MOUT1VVlaGvXv3WnQul6wRERFRQ8KQQ1RPZWRkoKyszKJz09LSUFFRYecREREREbkGhhyiesqa2Zk7d+7g0KFDdhwNERERketgyCGqh0RRREpKilWPsfZ8IiIiovqKIYeoHjpx4gSuX79u1WO4L4eIiIgaCoYconqoNoHlzJkz+P333+0wGiIiIiLXwpBDVA/VdlaGszlERETUEDDkENUzN27cwE8//aT7e58+fTBlyhSj53744YcIDg7W/Z0hh4iIiBoChhyieiYtLQ1AZbjZt28fMjMz8cQTTxg9d/bs2bh06RJWrVqF4OBgZGVlobCw0JHDJSIiInI4hhyieqagoEAXbsLDwyEIgtnzvb298corr+DSpUtYvnw5Tp486aCREhERETmHp7MHQETWmTt3bq0epw07RERERO6OMzlERERERORWGHKIiIiIiMitMOQQEREREZFbYcghIiIiIiK3wpBDRERERERuhSGHiIiIiIjcCkMOERERERG5FYYcIiIiIiJyKww5RERERETkVhhyiIiIiIjIrTDkEBERERGRW2HIISIiIiIit8KQQ0REREREboUhh4iIiIiI3ApDDhERERERuRWGHCIiIiIicisMOURERERE5FYYcoiIiIiIyK0w5BARERERkVthyCEiIiIiIrfCkENERERERG6FIYeIiIiIiNwKQw4REREREbkVhhwiIiIiInIrDDlERERERORWGHKIiIiIiMitMOQQEREREZFbYcghIiIiIiK3wpBDRERERERuhSGHiIiIiIjcCkMOERERERG5FYYcIiIiIiJyKww5RERERETkVhhyiIiIiIjIrTDkEBERERGRW2HIISIiIiIit8KQQ0REREREboUhh4iIiIiI3ApDDhERERERuRWGHCIiIiIicisMOURERERE5FYYcoiIiIiIyK0w5BARERERkVthyCEiIiIiIrfCkENERERERG6FIYeIiIiIiNwKQw4REREREbkVhhwiIiIiInIrDDlERERERORWGHKIiIiIiMitMOQQEREREZFbYcghIiIiIiK3wpBDRERERERuhSGHiIiIiIjcCkMOERERERG5FYYcIiIiIiJyKww5RERERETkVhhyiIiIiIjIrTDkEBERERGRW2HIISIiIiIit8KQQ0REREREboUhh4iIiIiI3ApDDhERERERuRWHhZwPP/wQgiDg1VdfddRTEhERERFRA+SQkHP06FHEx8ejW7dujng6IiIiIiJqwOwecu7du4fo6Gh8+umnCAwMtPfTERERERFRA2f3kDNjxgxERkZi4MCBNZ6rVCpRVFRk8EFERERERGQNT3tePCkpCcePH8fRo0ctOn/JkiV477337DkkIiIiIiJyc3abybl27RpeeeUVJCQkQC6XW/SYt956C4WFhbqPa9eu2Wt4RERkAxkZGYiLi4NCoTB6XKFQIC4uDhkZGQ4eGRERNWR2m8k5duwYbt68ie7du+s+p1arkZWVhbVr10KpVMLDw8PgMTKZDDKZzF5DIiIiG0pPT8fIESOgVKlw5vRpbE9ONvillkKhwJjRo7Fr926sW7sW3+7ciYiICCeOmIiIGgq7zeQMGDAAv/zyC06cOKH7eOyxxxAdHY0TJ05UCzhERFR/aAPOkzIZPmkZgoy9ezFm9GjdjI424GTs3YtPWobgSZkMI0eMQHp6upNHTkREDYHdQo6fnx+6du1q8OHr64vGjRuja9eu9npaIiKyM/2Asyq4Ofo2aoR1zVvogk5hYaEu4Kxr3gJ9GzXCquDmDDpEROQwDmsGSkRE9V9GRoZBwJFKKn+M9Pb11QWddm3b6gJOb19fAIBUIjEIOtyjQ0RE9uTQkHPgwAGsWrXKkU9JREQ2lJqaCqVKhbH+AbqAo6UNOoEKhUHA0ZJKJBjrHwClSoXU1FRHDpuIiBoYzuQQEZHFFi1ahKFDhuDV3BwcLCmpdry3ry9S2rStFnAA4GBJCV7NzcHQIUOwaNEiRwyXiIgaKIYcIiKymFwux/bkZIQPGoQZOTeMBh1jDpaUYEbODYQPGlStChsREZGtMeQQEZFVrA06DDhERORoDDlERGQ1uVyOrUlJ8PHzw+Lbt8yeu/j2Lfj4+WFrUhIDDhEROQRDDhERWU2hUGD8uHEoLS7G202amj337SZNUVpcjPHjxun66BAREdkTQw4REVlFv9GnsSpqVemXl9ZvGEpERGQvDDlERGQxhUKByGHDsG/PHosCjhaDDhERORJDDhERWaSgoABhYWHI2L8f/2rR0mSZ6OF/XDFZXnpVcHPs2r0b77zzjiOGTEREDRRDDhERmVVWVoaPPvoIDzzwAI4ePQoBwNaCu1BpNAbnaauo3ZXLjVZdU2k02FZUCJlUisjISAd+BURE1NAw5BARkVEVFRXYuHEjOnTogDfeeAN3794FAIgAvi8pwewb13VBR79M9OUrV6qVl1ZpNHg1NweHlEp8u3MnwsPDnfVlERFRA8CQQ0REBkRRRHJyMrp164YpU6YgOzu7+jn4M+jk3EDmvXsGfXACAgIM+uhk3rtnEHAiIiIc/0UREVGDwpBDREQ6mZmZ6N27N8aMGYMzZ86YPdfbxweHlUpMv55drdGnfsPQ6dezGXCIiMihPJ09ACIicr5Tp07hrbfeQlpamsWPWbBgAXr27InU1FQsWrSoWqNPbdB55513EBkZySVqRETkMAw5REQN2OXLl7FgwQIkJCRAFEWLH9eyZUvMnj0b3t7eZsOLXC7HihUrbDFUIiIiizHkEBE1QDdv3sTChQuxfv16lJeXW/34999/H97e3nYYGRERUd0x5BARNSDFxcVYuXIlli9fjnv37tXqGp07d8bEiRNtPDIiIiLbYcghImogcnNz8cwzz+DIkSN1us6HH34IT0/++CAiItfF6mpERA1EcHAwfvzxRxw+fBhxcXFo1aqV1dfo06cPhg8fbofRERER2Q5DDhFRAyIIAnr16oXly5fjypUrOHDgAPz8/Cx+/NKlSyEIgh1HSEREVHcMOUREDVR5eTk++ugjFBcXW3T+mDFj8OSTT9p5VERERHXHkENE1AApFAqMGTMGqampFp3v4eGBxYsX23lUREREtsGdo0REDYw24Ozatcvix0yZMgUPPvigHUdFRERkO5zJISJqQBQKBUaPHm0y4LRv3x6hoaEGn/Px8cE///lPRwyPiIjIJhhyiIgaCG3A2b17t9HjHTp0wIEDBzBhwgSDz8+ZMwfNmzd3xBCJiIhsgiGHiKgBUCgUGDVqlMmA8+CDD+LAgQNo0aIFnn32Wd3nmzRpgtdff91RwyQiIrIJhhwiIjdXVlaGZ555Bnv27DF6vGPHjti/f79utqZLly7o1KkTAGDBggXw9/d32FiJiIhsgSGHiMiNaQNOenq60eNVA47W//3f/+GBBx5AbGysI4ZJRERkU6yuRkTkpkpLS/HMM8/gu+++M3q8U6dOyMjIQHBwcLVjzz77LDp16gSpVGrvYRIREdkcQw4RkRsqLS3FyJEjsW/fPqPHO3fujIyMDAQFBRk93rVrV3Tt2tWeQyQiIrIbhhwiIjdTWlqKESNGICMjw+jxmgIOAAiCYK/hERER2R335BARuZGSkhIMHz7cZMDp0qUL9u/fbzbgEBER1XcMOUREbkIbcPbv32/0eNeuXZGRkYFmzZo5eGRERESOxZBDROQGtAHnwIEDRo8/9NBDDDhERNRgcE8OEVE9d+/ePURGRiIrK8vo8Yceegj79u1D06ZNHTwyIiIi52DIISKqx+7du4dhw4bh+++/N3q8W7du2LdvH5o0aeLgkRERETkPl6sREdVTNQWchx9+mAGHiIgaJM7kEBHVQ8XFxRg2bBj+97//GT2uDTiNGzd28MiIiIicjzM5RET1THFxMYYOHWoy4DzyyCMMOERE1KAx5BAR1SNFRUUYMmQIfvjhB6PHH330UQYcIiJq8BhyiIjqCW3AOXjwoNHj3bt3x3fffYf777/fwSMjIiJyLQw5RET1gDbgHDp0yOjx7t27Y+/evQw4REREYMghInJ5hYWFGDx4sMmA06NHD87gEBER6WF1NSIiF6YNOIcPHzZ6/LHHHsPevXtx3333OXZgRERELowzOURELqqgoAAREREmA07Pnj0ZcIiIiIxgyCEickHagHPkyBGjx3v16oX09HQGHCIiIiMYcoiIXIw24Bw9etTo8ccff5wBh4iIyAyGHCIiF3L37l0MGjTIZMB54oknsGfPHgQEBDh4ZERERPUHCw8QEbkIbcA5duyY0ePagOPv7+/gkREREdUvnMkhInIBd+7cwcCBA00GnCeffJIBh4iIyEIMOUQ2cPPmTaOfv379uoNHQvWRNuAcP37c6PHevXtj9+7dDDhEREQWYsghqoPMzEyMfGYkJk+ZDEEqwDvUG40eagTvUG8IUgFhfcMw8pmRyMrKcvZQyUVpA87PP/9s9PhTTz3FgENERGQl7skhqgVRFLFixQq8/vrr8G3ti+YTmiPgyQB4eHvozlGXqVF4qBAZBzKws+9OLF++HHPmzIEgCE4cObmS/Px8DBw4ECdOnDB6/Omnn0ZaWhr8/PwcOzAiIqJ6jiGHqBZWrlyJ119/HU2HN0WzMc0gSKoHFw9vD9wffj8C+wXi5vabmDt3LgAgLi7O0cMlF3T79m0MHDgQJ0+eNHqcAYeIiKj2uFyNyEqZmZmYO3cumg5viqBng4wGHH2CREDQs0FoMrwJ5s6dy6VrhNu3b2PAgAEmA06fPn2wa9cuBhwiIqJaYsghstKKlSvg29oXzf7ezKrHBY0Jgm8rX6xYucJOIyN702g0db6GNuCcOnXK6PGwsDCkpaWhUaNGdX4uIiKihoohh8gKV69eRWpKKgL6BVi9t0aQCPDv74+UnSm4du2anUZItnT8+HHMmjULj3TvAZlMDg8PD8hkcjzSvQdmzZplshqaKbdu3UJ4eLjJgNO3b18GHCIiIhtgyCGywubNm+Eh80DAk7XrNn/fk/fBQ+aBTZs22XhkZEsXL15E33790aNHD3z6nyRcLA+E79MT0XjobPg+PREXywPx6X+S0KNHD/Tt1x8XL16s8Zo3b95EeHg4fvnlF6PH+/Xrh9TUVPj6+tr6yyEiImpwWHiAyAoXLlyAvLXcoIqaNTy8PSBvLbfoppicIzExES9NngL43Iemo9+Gd+jjECTV/71FjRplFw/jcOYmdH2oGzZ9thHjx483ek1twPntt9+MHu/fvz927tzJgENERGQjDDlEViguLgbkdbyIDCgqKrLJeMi2EhMTMWHCBPh27ofAiBmQSE3/YwsSD/h06A152+64m74O0dHREEURUVFRBudZEnBSUlLg4+Nj06+FiIioIeNyNSIr+Pn5AYo6XkQJNnZ0QRcuXMBLk6fAt3M/3B/5mtmAo08ileP+yNfg27kfXpo8xWCWLi8vD/379zcZcMLDwxlwiIiI7IAhh8gK7du3h+KqAuoyda0ery5TQ3FVgdDQUBuPjOpqytQYCD6BCIyYAUGw7lujIEgQGDED8LkPk6dMBQDk5uaif//+OH36tNHHDBw4EDt37mTAISIisgOGHCIrvPjii1Ar1Sg8VFirxxccKoBaqcakSZNsPDKqi2PHjiEr8wD8+r5o8QxOVRKpHP5hk5CVeQDp6eno378/zpw5Y/TcgQMH4ttvv2XAISIishOGHCIrtG7dGpHDI1F4oBCiRrTqsaJGRNH+IgwfMRytWrWy0wipNjZv3gxZQFN4hz5ep+t4t38cUr/7MW7cOJw9e9boOYMGDcK3334Lb2/vOj0XERERmcaQQ2SluXFzUXK1BDe337TqcXnb81CaXYq4OXF2GhnV1vc/HIRnq25Gq6hZQ11aiHKlAnfv3jV6PCIiAt988w0DDhERkZ0x5BBZKSwsDMuXL8etlFvI/W9ujTM6okZE7n9zcTvlNj766COEhYU5aKRkqTO//QZpswfqdI2K4nzkbX0LoqrU6PHBgwcz4BARETkIS0gT1cKcOXMAAHPnzkXZyTL49/evbPSp1z9HXaZGwaECFO0vQsm1Eixfvlz3OHIdGo0GKpUSfrLah4+K4nzkJb2NijvXjR4fMmQIkpOTIZfXtf44ERERWYIhh6gWBEFAXFwcevbsiRUrVyBlSwpuf3Ub8tZyQAZAicoqbEo1ho8YjrgtcZzBcVESiQRSqQwaZVmtHl9RfBt5W99Gxd0bRo8PHToU27dvZ8AhIiJyIIYcojoICwtDWFgYrl27hk2bNuHixYsoKiqCv78/QqNCMWnSJBYZsJJGo4FE4tiVtJ26dMHFm5esflxNAWfYsGH4+uuvGXCIiIgcjCGHyAZatWqFBQsWOHsY9dLx48exadMmfP/DQZz57TeoVEpIpTJ06tIFfZ7qjUmTJqF79+52HUOfp3rj7H+SIGrUFhcfqCi6jbykt1BxN8fo8cjISHz99deQyWS2HCoRERFZgIUHiMgpLl68iL79+qNHjx749D9JuFgeCN+nJ6Lx0NnwfXoiLpYH4tP/JKFHjx7o268/Ll68aLexTJo0CcrC2yi7eNii8yuKbiFvq+mA06dPHwYcIiIiJ+JMDhE5XGJiIl6aPAXwuQ9NR78N79DHjc6giBo1yi4exuHMTej6UDds+mwjxo8fb/PxdO/eHWF9++Fw5ibI23Y32xBUF3AKco0ev79xY+zdu5cBh4iIyIk4k0NEDpWYmIgJEybA629PoNkLa+DTobfJJWKCxAM+HXqj2Qtr4PW3JxAdHY3ExES7jGvjvz8FSgtwN30dRFFj9JyKoptmA45EIkFWZiYDDhERkZMx5BCRw1y4cAEvTZ4C3879cH/ka2ZnTPRJpHLcH/kafDv3w0uTp9hl6VpoaCg2fbYRJacP4E7qx9CoFAbHK4puIi/RdMABgM2bN6NLly42HxsRERFZhyGHiBxmytQYCD6BCIyYAUGw7tuPIEgQGDED8LkPk6dMtcv4xo8fjy1btqD89x9x8/NZKD13EKJGjYrCPwNOYZ7Rx0kkEnzxxRd4/vnn7TIuIiIisg735BC5OGeUVLaHY8eOISvzAJqOftviGZyqJFI5/MMmIWvHYhw/ftwuVdeioqLQq1cvTJ4yFVk7FkPqF4hyRRnEcoXR85s0aYLMzEx07tzZ5mMhIiKi2qn/d05EbujQoUN4pHsPyGRyeHh4QCaT45HuPTBr1iwcP37c2cOrlc2bN0MW0BTeoY/X6Tre7R+HLKAJNm3aZKORVRcaGorMA/uxc+dOyFBhMuD0798fN27cYMAhIiJyMQw5RC7o3MVLTi2pbA/f/3AQnq26WdyHxhRB4gHPVt3wv4OHbDQy465cuYKZM2eiuLjY6PExY8Zgz5498PLysus4iIiIyHpcrkbkZCqVqtrnPAJb4r4+0fD0b2bweUeVVLaHM7/9Bt+nJ9rkWtJmD+D0//5jk2sZc/nyZfTr1w9Xr141evzvf/87tm7dyoBDRETkohhyiJwkMzMTK1auwJkzZyBIBchby+Hh7QF1mRqKa1dwff1keIf2gn/P0ZC36grgr5LK8rbdcTd9HaKjoyGKopO/kpppNBqoVEr4ybxtcj2JzAcqldIu+5UuXbqE/v37mww4//d//4eEhAQGHCIiIhfGkEPkYKIoYsWKFXj99dfh08oHLSa2QMCTAfDw/msZl7pMjcJDhcjf9wvyEg8jsP9L8Os5GoIgAPirpDIAvDR5Cv65YL5TvhZLSSQSSKUyaJRlNrmeRlkKqVRm84Dz+++/o3///rh27ZrR4ww4RGSOKIq679O2OI+Iao97cogcbOXKlXj99dfRdHhTtHuvHe4Pv98g4ACAh7cH7g+/H6EftEPT4U1xd/9nKD6abHCOfknlTZs/d+SXUCudunSB6uYlm1xLdfMSOnftapNraf3+++/o16+fyYDz3HPPITExkQGHiIzKyMhA8+AgbNiwwex5GzZsQPPgIGRkZDhoZEQNE0MOkQNlZmZi7ty5aDq8KYKeDYIgMf+bPEEiIOjZIDQZ3gR3938GxbVfDY5rSypfOH/OnsO2iT5P9UbFtZMQNeo6XUfUqFFx7RSe7v2kjUYGXLx4Ef369UN2drbR4+PGjUNCQgI8PTn5TUTVZWRkYHjkMHgp8hEbG2sy6MTHxyM2NhZeinwMjxzGoENkRww5ZFJKSorJfQlUOytWroBva180+3uzmk/WEzQmCLKW3iiqMpsDVJZU9vRuZKsh2s2kSZOgLLyNsouH63SdsguHoSy8jUmTJtlkXDUFnPHjx+M///kPAw4RGaUNOGEhIs7P9MXMnlKjQSc+Ph7Tpk3DrF5SnJ/pi7AQkUGHyI4Ychq4zMxM/P3ZvwMABKkA71BvNHqoEbxDvZG2Nw3t2rXDyGdGIisry8kjrf+uXr2K1JRUBPQLsHottiARcP+A+1B28Qgqim5VOeYBSWCILYdqF927d0dY334oytwEjcp435maaFQKFGVtQljffjZpBHrhwgX07dsX169fN3o8KioKX3zxBQMOERmlH3B2jJXB20vA6qGyakFHP+D8a0jleTvGyhh0iOyIIaeBEkURy5cvR79+/XDg1AG0mNgCHf/VEX+b9ze0jWuLv837Gzp83AHBE4KRcSIDffv2xYoVK+pFJS9XtXnzZnjIPBDwZECtHn/fk/dBIvPAvV++q3bM079pXYfnEBv//SlQWoC76esgihqrHiuKGtxNXweUFlRep47Onz+Pfv364caNG0aPR0VF4fPPP2fAISKjqgYcuWflL68EwTDoREdHGwQc7S+55J4MOkT2xJ/eDZT+5vdmY5oZ3Rui3fwe2C8QN7ffxNy5cwEAcXFxjh6uW7hw4YKuTHRteHh7QN5Kjoq71W/KBU9pXYfnEKGhodj02UZER0cDAAIjZkAildf4OI1Kgbvp61By+gASEhIQGhpap3FoA05OTo7R4xMmTKgMpR51a1xKRO5JFEVEjR+HxtJyJD/nqws4WtqgAwBrExOrBRwtuaeA5Odk6LC2BFHjxyEnN49V14hshDM5DVBdNr/PnTuXS9dqqbi4GKj5ft4siVyARlW9DLNYUb2hqKsaP348tmzZgvLff8TNz2eh9NxBk8UIRI0apecO4ubns1D++49ISEioc/PTc+fOmQ04zz//PAMOEZklCALe/2Ahsos0ePM7pdFVDtqgcyLW12jAASrD0ht7lcgu0uD9DxYy4BDZkF1ncpYsWYLt27fj7Nmz8Pb2Ru/evbF06VI8+OCD9nxaqkFdNr+XnSzDipUrEBYWZqfRuS8/Pz+gdltRdDQKERJp9YaaVffpuLqoqCj06tULk6dMRdaOxZAFNIFnq26QNnsAEpkPNMpSqG5eQsW1U1AW3kbffv3x70831HkG5+zZswgPDzcZcCZOnIjPPvuMAYeIahQTEwNRFDFt2jQAMBpkBEHAw8HGv5+IoojZu5RYe1SF+Ph4xMTE2H3MRA2JXWdyMjMzMWPGDPz444/Yu3cvysvLERERgZKSEns+LZlR183v/v39kbIzxWQvETKtffv2UFxVQF1WuxLK6jI1FNcU8AxsYfB5UaOG5q7xymCuLDQ0FJkH9uPYsWOY+vw4tJcWouR//0H+rtUo+d9/0F5aiKnPj8OxY8dwYH+GTQJO//79TQacF154gQGHiKwSGxuL9evXY80RFV7ZbXxGxxgGHCL7s+tMzu7duw3+vnnzZjRr1gzHjh3jTICT2GLz++2vbmPTpk1YsGCBjUfn3l588UW89957KDxUiPvD77f68QWHCqBRqtHooYEGny+7cBgVZfdsNUyH6969u0GlNI1GA4nEtr9/OXPmDPr374+8vDyjx1988UX8+9//ZsAhIqvFxsYCgNkZHX0MOESO4dA9OYWFhQCA++83foOnVCpRVFRk8EG2ZZPN763luHjxoo1H5v5at26NyOGRKDxQCFFjXZU6USPizr4CeIf2Mqikpi2p3L6D+ywBtXXAOX36tNmAM2nSJAYcIqqT2NhYREVFYc0RFU7lma8ceSpPg7VHVYiOjmbAIbIjh4UcjUaDV199FU899RS6du1q9JwlS5YgICBA99GqVStHDa/BsMXmd8jAAFpLc+PmouRqCW5uv2nV4/K250F5owz+PUfrPqdfUnnSiy/YeqhuoaaA89JLLzHgEFGdxcfHI/HPKmrdgszfWnULkmBmTykSEhKqNQwl27Bm2SC5L4eFnBkzZuDXX39FUlKSyXPeeustFBYW6j6478P2bLH5HUrA39/fJuNpaMLCwrB8+XLcSrmF3P/m1jijI2pE5P43F7dTbiOw30uQt6r8BYFGpcCd1I9RcvoANn22Ec2aWVdEoiH47bff0K9fP9y8aTxQTp48GZ9++qnNZ46IqGGp2uizpv2uVfvoMOjYVkZGBpoHB9X4um7YsAHNg4PYn8iNOaRPzsyZM5GSkoKsrCyEhJjuzC6TySCTyRwxpAarffv2UHxdufm9NkvW1GVqKK4qEBpVt03gDYGpvSVz5swBAMydOxdlJ8vg398f9z15n8G/h7pMjYJDBbizrwDK62UI7P8S/HqOhqhRo+zCYRRlbQJKC3QllTdu3Oiwr6s++PXXXxEeHo5bt4xXnZsyZQri4+MZcIioTqwNOFr6fXS0e3q4dK3utA1aG0vLzb6u2n+3EH8JhkcOQ0pqGsLDwx09XLIzu/6EF0URM2fORHJyMjIyMtCuXTt7Ph1Z4MUXX4RaqUbhocJaPb7gUAHUSjUmTZpk45HVf8ePH8esWbPwSPcekMnk8PDwgEwmxyPde2DWrFk4fvw4gMofbnFxccjMzMSA7gOQtyUPF+dcxJXFV3BlxRX8/sHvOPvKOeR8kQONqin8H/87IEiQn/Yx8jZMxq0di/FEt4749ZdTde4Z445qCjhTp05lwCGiOtuwYUONAUcURZzMVZvto8MZHdvQBpywEBHnZ/qafF31g+n5mb4ICxExPHIYZ3TckF1/ys+YMQNbtmxBYmIi/Pz8kJubi9zcXJSVVW9mSI5R183vRfuLMHzEcO6X0nPx4kX07dcfPXr0wKf/ScLF8kD4Pj0RjYfOhu/TE3GxPBCf/icJPXr0QN9+/XVFG8LCwvDNjm9w5coVzPvHPIx+fDQGPDAA4R3D0fORx9C560MQCvNQdPhru5RUdke//PIL+vfvbzLgaMu9MuAQUV2IoogF8+chxF+CpQNNB5zZu5R4JL7EZHlpQRCwbJAMIf4SLJg/j3tEakk/4OwYK4O3l/EAWXXmzdtLwI6xMgYdN2XX5WqffPIJAKBfv34Gn9+0aRNefPFFez41mTE3bi529t2Jm9tvIujZIIsfl7c9D6XZpYjbEmfH0dUviYmJeGnyFMDnPjQd/Ta8Qx+HIKm+DFDUqFF28TAOZ25C14e6YdNnG3WzMK1atTJbjtseJZXd0alTpzBgwADcvn3b6PFp06Zh3bp1fC2JqM4EQUDi1iQMjxyG0V8qsWOsDHLPv4KOfpno6OhorElIAFC9vLSiQsToL5XIV3khJTnJ6v51VD3gaP8dqi4JzMzM1BWH0P93kHtWBp1R25RcuuZm7L5czdgHA45z1WXz+0cffcQeR39KTEzEhAkT4PW3J9DshTXw6dDbaMABAEHiAZ8OvdHshTXw+tsTiI6ORmJiokXPw5vymp08eRLh4eEmA8706dMZcIjIpsLDw5GSmoasbAGjtimhqKj8WVq1D86WLVuMNgxVVIgYtU2JrGzBohtrVgyrThRFRI0fh8bSciQ/Zxg0AcMlgcYCjpbcU0DyczI0lpYjavy4BvUaujP+xG+g5syZg+XLl+N2ym1c+ecV5GfkQ12mNjhHXaZGfkY+rvzzCm6n3Mby5ct1m+YbugsXLuClyVPg27kf7o98DRKpZXW5JVI57o98Db6d++GlyVPYb8gGTp48iQEDBiA/P9/ocQYcIrKXqkGnrNx4o0/tUllt0Ckrty7gsGKYcYIg4P0PFiK7SIM3vzO9JHD1UBlOxPqa3Tv1xl4lsos0eP+DhZxRcxMOqa5Grke7+b1nz55YsXIFUrak4PZXtyFvLQdkAJSA4qoCaqUaw0cMR9yWOM7g6JkyNQaCTyACI2ZAEKy7eRYECQIjZuDm52cxecpUZB7Yb6dRur8TJ05gwIABuHPnjtHjM2bMwJo1a/gDi4jsRht0hkcOQ4e1Jcgu0hgEHC1tta9p06Yh+WxF5RI1CwMOK4aZFhMTA1EUMW3aNADVlwQClfc8DwcbX2lRdeaNVe7cB0NOAxcWFoawsDBcu3YNmzZtwsWLF1FUVAR/f3+ERoVi0qRJLDJQxbFjx5CVeQBNR79t8QxOVRKpHP5hk5C1YzGOHz+O7t2723iU7u/nn3/GwIEDTQacmTNnYvXq1Qw4RGR32qATNX4c4j9aaPJGOTY2FoIgYMH8eUhJTrI44ISFiEh+zhdv7FUaDTr6G+qXDpRh9JcNa3+JfoAEjAcdYxhw3BtDDgGoefM7/WXz5s2QBTSFd+jjdbqOd/vHIQtogk2bNjHkWOn48eMYOHAg7t69a/T4rFmz8K9//YsBh4gcJjw8HDm5eTV+34mJicHUqVNrPM/YhnpjvXWM9eppiBvprQ06DDjuj4vUiaz0/Q8H4dmqm8kiA5YSJB7wbNUN/zt4yEYjaxhqCjizZ89mwCGqB9xxI701zUDNqalimLY0cnR0tNFePdqKYQ2tNHJsbCyioqKw5ogKp/I0Zs89lafRVb9jwHFPDDlEVjrz22+QNnvAJteSNnsAp3/91SbXagiOHTuGAQMGmAw4r7zyClatWsWAQ+TiuJHeNFYMq734+Hjda9ItyPwtbrcgCWb2lCIhIYGNWN0UQw6RFTQaDVQqJSQyb5tcTyLzgUqlhEZj/jdOBPz0008YOHAgCgoKjB5/7bXX8PHHHzPgkEtwx1kKW9HOUngp8o12pNeKj49HbGwsvBT5Fs9GZGRkIC4uDgqFwuhxhUKBuLg4lw5NrBhWO8aW7ZlTdVaMQcf9MOQQWUEikUAqlUGjLLPJ9TTKUkilMpY3rsHRo0fNBpw5c+ZgxYoVbv9DnOoHzlKYpr8M6/xMX5M3mPo3rOdn+lq07Co9PR3Dhg7FypUrMWb06GpBR6FQYMzo0Vi5ciWGDR2K9PR0u3yNthATE2O0t44+bcUwUwGnIe03sTbgaDHouDfeWRFZqVOXLlDdvGSTa6luXkLnrl1tci13deTIEQwaNAiFhYVGj8fFxWH58uUMOOQS7DlLUd9V3Wfi7WX8BrPqDau3V837S9LT0zFyxAg8KZPhk5YhyNi71yDoaANOxt69+KRlCJ6UyTByxAiXDjpVe+tYMzvYkALOhg0bagw4oijiZK7a7KwYg477YcghslKfp3qj4tpJiBp1zSebIWrUqLh2Ck/3ftJGI3M/NQWcuXPn4qOPPmLAIZdgz1mK+s6eG+n1A86q4Obo26gR1jVvoQs6hYWFuoCzrnkL9G3UCKuCm7tl0GloAUcURSyYPw8h/hIsHWg64MzepcQj8SVmZ8WWDZIhxF+CBfPnNchlpO6IIYfISpMmTYKy8DbKLh6u03XKLhyGsvA2Jk2aZKORuZfDhw9j0KBBKCoqMnr89ddfx7JlyxhwyCXYc5aivrPnRvqMjAyDgCP9c+lvb19fXdBp17atLuD09vUFAEglEoOg48qvOyuGmSYIAhK3JiFf5YXRXyqhqDAMJ/qhLzo62mRYVFSIGP2lEvkqLyRuTeLPFTfBkENkpe7duyOsbz8UZW6CRmV8c2tNNCoFirI2IaxvP/bIMeLHH39ERESEyYDz5ptvYunSpfxBRC6B5X7Ns+dG+tTUVChVKoz1D9AFHC1t0AlUKAwCjpZUIsFY/wAoVSqkpqba9ou2IVYMM0/biDUrW8CobX8FnaqzWlu2bDE6K6aoEDFqmxJZ2UKD6SnUUDDkENXCxn9/CpQW4G76OoiidZXRRFGDu+nrgNKCyuuQgUOHDpkNOP/4xz+wZMkSBhxyCSz3axn9jfQv7FCgoExT7WuszUb6RYsWYeiQIXg1NwcHS0qqPa63ry9S2rStFnAA4GBJCV7NzcHQIUOwaNEiG32ltsWKYZapGnTKyo2/X6ou/ysrZ8BxZ57OHgBRfRQaGopNn21EdHQ0ACAwYgYkUnmNj9OoFLibvg4lpw8gISEBoaGh9h6q1TQajdOqvR08eBBDhgxBcXGx0eNvvfUWFi1axIBDLkM7SxEbG4s3v1MavRHV3nhO6e6FbkGSGmcp4j9yz3K/+h3p/3OqHFIPoJmvoPchQTMfodrnmvoAS/6nwvpj5dX2mcjlcmxPTsaY0aMxo8qSNHMOlpRgRs4NhA8ahO3JyZDLa/7+7Wh1rRgG/PWaN4Sla9qgMzxyGDqsLan8v2RkX5L++zD5bAXyVV4MOG6KIYeolsaPHw9RFPHS5Cm4+flZ+IdNgnf7xyFIPKqdK2rUKLtwGEVZm4DSAiQkJGD8+PFOGHV1x48fx6ZNm/D9Dwdx5rffoFIpIZXK0KlLF/R5qjcmTZrkkCV1Bw8exODBg3Hv3j2jx99++20sXOieN39Uv8XExEAURUybNg0ATAadh4Orf28AGtZm8djYWJSXl2PWrFlQqYHsIhHZRdoZHfPFXORyOT766CN8/vnnaNasGYKCgtCsWTM0a9YMUdHRuHPnDmYcO1Zj0KkPAcfSimGn8jRGg3NDDzpR48ch/qOFJr/m2NhYCIKABfPnIeX/t3fncVGW6//APzMDMwMjIDuYmAtSKqKBS5qyVbaApXVOCqMVbuM5Sotap0ztZGWLS34TToILegTUfp20o6RHC4FMU4MKd5nMxAUQRFBgFuZ5fn/gIMMszMoMw/V+vXp9v4eZeZ57YITn89z3fV27dlDAcVIc1oHnxOvr6+Hl5YW6ujp4enraezidbv78+UhPT9f4WlhYGM6fP2+nEXUsKysLM2bM0Pr67du30aNHDzuMyPakUilmzpqNosICCLz84BISAX5Af3AF7mDkjVBUXURzeSnkddWIiY3Dxg2ZVp/B2bRpE2bNmqX19cbGRri56W5cqj3uYXfH7QZG3nR33L9BXleN6JhYbNq4wWYzTz/++COefPJJvQFnyZIlWL58OQUc4tDMufPenQJOW5MnT8bu3bttcuz7XV2xr/8AvY8n/nkJtUIh/rh0CV5eXjYZgyVYlkVwUCBcZTW4MF8EN1fDy/cMfd6alCzC0hqgFPriekVlt/kdyrKs0f/+usv3xFmYkg1oJocQC4WGhqKw4FDrjMjhI0dx5vC21hmRweHhGDd9aqfNiBgjNzcXM2bOAtx7wn/yYriFGpiBkh7DscIshA+NQNbmTVafgTp8+DCefPJJNOhYTw8AS5cuxXvvvUd/iIjDa7sMBtA9o9NWdw04GRkZ2L17N54b5IL/nm9Gs2nbGvXioOWiZmlgkMHnLfbzx7zr15A0dapDzuSoK4YlJjyNyV/KNYpZADoqhuXkAND+vLWtGLZ3V/eqGGbK0j7ivCjkEGIlkZGRGiHGnntbDMnNzcW0adMgGhzb4V4iDpcH97CxEPaNRO2BdIjF4paN1snJVhnLDz/8gKeeekpvwFm2bBn++c9/0h8i0mVIJBIUFRVhXW4uZj7kqneJGtD9yv0C92a7/j7CFS8Oc8UtGYv8PyzrOQbcCzhf9A7pcE+OuuravLt9dBwx6LTdXzJp572goysYjx8/XitYU8UwQqi6GiE244gBp6ysDDNmzoJocCx8El43qlgCAHD5QvgkvA7R4FjMmDkLUqnU4rEUFRUZDDjvvvsuzeCQLofK/WpTqVQ4ffo0XnrpJcydOxcBIg42lCjx8KZG6wUcDseogKPWto/Oc5MnQyYzrx2ALVHFMEIsQzM5hHQjs2bPAcfdG94T5oHDMS2EcThceE+Yh6qt5zBz1mwUFhwyexxFRUV4+umn9Qacf/7zn3j33XfNPj4h9mBuuV/AeTaHsyyLP//8E8ePH8eJEydw4sQJFBcXa+y3q2qw3lZg9dr8z3vdp7dM9IrqG1js56/1+FiRCGuDgvG3/fvxzjvvYPXq1VYbl7VQxTBCzEchh5Buori4GEWFBfCfvNjoGZz2uHwhPKNTULR7BUpKSszaY1RYWIinn34ajY2NOh9/7733sGzZMrPGR4i9dNdyv1VVVa1hRh1sqqurbX5eDoeD//u//0NYWBiefeYZ7Kyvwxh3d42GoOoqau4eHph3/ZpW1TUFw2BnfR0EfD4SEhJsPmZzUcUwQsxDIYeQbmLLli0QePnDLXS0RcdxGzgaAi8/ZGVlmRxyCgoKkJCQoDfgLF++HEuXLrVofIR0tu5S7vf27dsoLi7WCDR//vlnp46Bx2nZK/j1rl2YOHEiAOC/e/bgmYkT8VrFdawNCgafy9UoE719xw4kTZ2q0UdHwTB4reI6jsrl+O+ePQ4fCOLj442qjjZnzhzMnj2blvkSAgo5hHQbP/x4BC4hETqrqJmCw+XBJSQCh48cNel1hw4dQkJCApqamnQ+/v7772PJkiUWjY2QzsayLJYtXYLenlx88pj+gNNRuV8Oh4NPHxdg9/lmLFu6xO4XqnK5HKWlpRrLzs6ePQtbdJ3gcQBVB4flcYBeHlzckLsg79t9GqFkwoQJGkFniqcXXqu4rtEHp23D0LVBwdhZX9cacCZMmGD192QLVDGMENNQyCGkmzh7+jRE4160yrH4Af1x5vA2o5+fn5+PxMREvQHngw8+wDvvvGOVsRHSmZyh3K9KpcL58+c1As1vv/0GhUJh9XMJhUIo5HL08eLggzg+Dvyuwr9LlQZf8+wDLqhp4qC4iou8b3XvM2kbdAquXsFTTz6pUTWtbdD52/79EPD5XSrgEEJMRyGHkG6AYRgoFHJ4CHQ3BjUVV+AOhUJuVJns77//HhMnTtQbcFasWIG3337bKuMixB66UrlflmVx+fJljUDz888/623EawlXV1cMGzYMI0eOxKhRozBy5Eg8+OCDKCwsRGLC03jrewWu1DMIDw/HqVOntF4fGhoKqVSK4uuMURvpJ0yYgG/37UNeXh4+/PBDrbLQ6qDzzjvvICEhweGXqBFCLEMhh5BugMvlgs8XgJHrDhqmYuSN4PMFHQac7777DhMnTtRbnvWjjz7CW2+9ZZUxEWJP7YPOrhcEePOg7nK/wL2GoZ88JsDkL20XcG7cuKFVGODGjRtWPQfQMqP14IMPagSaYcOGQSAQaD237Ub6f338Ht544w2NxwcNGoSPP/4YEydOxIYNG0zaSB8fH2/weUKh0CGrqBFCrI9CDiHdxKAhQyCtumiVYymqLmJweLjB5xw8eBDPPPOM3oDz8ccf4x//+IdVxkOII7B3ud87d+5oFQa4dOmSRcfUp0+fPhqBJioqCp6enka/Xr2R/scff2wtJd+rVy+89957ePnll+Hi0nJ5QhvpCSHmopBDSDcx/pGxOLdtB1hGZVHxAZZRobm8FOOmT9X7nAMHDuDZZ5/VG3A++eQTvPnmm2aPgRBH1VnlfhUKBUpLSzUCzZkzZ2xSGMDX17c1zKj/CwwMtPi4HA4H33//PTw9PfHWW2/h1Vdfhbu7u87nEUKIqSjkENJNpKSkIC0tDU3SY3APG2v2cZrKjkFeV42UlBSdjx84cADPPPMM5HK5zsdXrlyJRYsWmX1+Qhydtcv9MgyjVRjg119/tUlhAJFIhKioqNYwM2rUKPTt29dmQWPgwIH4/fff4efnZ5PjE0K6Lwo5xKEYs5GdmCcyMhLRMbE4VpgFYd9IsxqCMgoZ6ouyEB0Tq7NHzv/+9z88++yzegPOqlWrsHDhQpPPS0hXY265X5ZlUV5erlUY4Pbt21Yfo6urKyIiIjSWnQ0aNAg8nmVl5k2RnJzcaecihHQvFHKIXZWUlCArKws//HgEZ0+fhkIhB58vwKAhQzD+kbFISUkxueEk0W/Txg0IHxqB2gPp8El4HRyO8YGSZRnUHkgHGm9h08YNWo/v378fkyZN0htwVq9ejQULFpg9dkKcUXV1dWuYUS89q6qqssm5dBUGaF+BjBBCnAWFHGIXUqkUM2fNRlFhAQRefnAJGQbRuBfhIXADI2+CtOoizm3bgbS0NETHxGLTxg0IDQ2197C7vNDQUGRt3gSxWAwA8J4wz6gZHUYhQ+2BdDScKUBOTo7Wz2Lfvn2YNGmS3uUza9asweuvv275GyCkC7tz5w5KSko09tH88ccfNjlXSEiIVmEALy8vm5yLEEIcEYUc0ulyc3MxY+YswL0n/CcvhlvoaJ0b4VlGhSbpMRwrzEL40Ahkbd6EpKQkO4zYuSQlJYFlWcyYOQtVW8/BMzoFbgMN/AzKjqG+KAtovIWcnBytn8G3336LyZMn6w04n332GV577TVbvBVCHJZCocDJkye1CgMwDGP1c/n4+GgVBggKCrL6eQghpCuhkEOsqqamRufXy8vLMWjQIOTm5mLatGkQDY7tcBaBw+XBPWwshH0jUXsgHWKxGCzL0hpuK0hOTsaoUaNaZtN2r7g7mxYBfkB/cAXuYOSNUFRdRHN5KeR11YiJjcPGDZlaMzh5eXl47rnn9AactWvX4tVXX+2Mt0SI3TAMgwsXLmgVBtC3dNMS7u7uWoUB+vXrRxXICCGkHQo5xCoKCwuxes1q7N2zFxw+B8I+QvDceFA1qSC7LEN4eDhi42Lxww+HIRoca9J+EC5fCJ+ElqVOM2bOwqhRo2jpmhWEhoaisOBQ676ow0eO4szhba37ogaHh2Pc9Kl690Xt3bsXzz33HJRKpc7j/9///R9eeeUVW78NQjoVy7K4cuWKVmGA+vp6q5/LxcVFZ2EAdQ8Z0nWxLGtUMDX2eYQQbfSbkliEZVmsXr0ab7zxBkR9RAieHgyvMV7gud1b+qRqUqHuaB2OfHcESoUC7r4hAEz7pc3hcOE9YR6qtp7DzFmzUVhwyMrvpPuKjIzUCDHGVLjbs2cPnn/+eb0B5/PPP0dqaqpVx0mIPdTU1GgUBThx4gQqKyttcq4HHnhAI9AMHz6cCgM4ofz8fCQnTcXy9/X3UQKAzMxMLFu6BLnbTe+jZGsU0khXQCGHWGTNmjV444034J/oj4DnAsDhav8y47nx4BPvA+9Yb1R9XYUbe/8NLs8FnqOeM+lcXL4QntEpKNq9AiUlJVR1zUY6Cjj//e9/8Ze//EVvwElLS8O8efNsMTRCbKqhoUGrMMDFixdtcq7evXtrFQbo2bOnTc5FHEd+fj4SE56GL18JiUQCADqDTkZGBubOnYvenlwkJjyNvXnfOkzQcYaQRroHCjnEbIWFhVi0aBH8E/0R+JeOu19zuBwE/iUQLFhU790MfnAYhCHhJp3TbeBoCLz8kJWVRSHHDr755hv89a9/1Rtw0tPT8fe//536HRGHp1QqtQoDnD592iaFAby9vTUCzciRIxEcHGz18xDHpg440b1Z7HpBhDcPynUGHXXASR3FxyePCTD5S7nDBB1nCGmk+6CQQ8y2es1qiPqIEPB8gEmvC3wuELd/aUD9iV0mhxwOlweXkAgcPnLUpNcRy+3evRt//etf0dzcrPPxmJgYZG7chNdfX0D9johDYRgGZWVlGvtofvnlF5sUBnBzc9MqDNC/f39astPNtQ04u6cIIHTh4POnBACgERbaBpz/e1IADoeD3VMEmLTT/kHHGUIa6V4o5BCzXL58GXl78xA0LcjkP94cLgc+j/bE9W3H0Vx/Ay6e/ia9nh/QH2cObzPpNcQyu3btwgsvvKA34ADAT7+epn5HxO5YlsXVq1e1CgPU1dVZ/Vw8Hk+rMMDgwYOpMADRoCvgAACHoxl0CgsLkZubqxFwAEDoYv+g4wwhjXQ/9JuYmGXLli3gCXjwGmNec7meY3qi8ssbuHPyO/R8xLTeN1yBOxQKOS2J6iRff/01pkyZojfguLh7wvuJ+dTviNjFzZs3tQoDVFRU2ORcYWFhWoUB3NzcbHIu4hxYlkVy0lT48pXY9YKoNeCotQ06aToCjprQhYNdLwgQltaA5KSpuF5R2Wmzg+aGtLZjNxR0qDgBsRUKOQ7s9u3bWl+rqanB5cuX0adPHzuM6J6ysrLWMtHm4LnxIAwRorn2msmvZeSN4PMFFHA6wX/+8x9MnTpVb8ARBD+AgKkfUr8j0ikaGxu1CgP8/vvvNjnXfffdpxFoRowYQYUBiMk4HA6Wv/8BJBIJ/vGdXGeAUYeFWZGuiAjk6rzgZ1kWbx6U40o9g4yVH3RaKDA3pB26pELyf5qwPE6AOVF8vSGNihMQW6KQ44DUPWf27Nmj1XOmtrwW/fr1Q0JiAhYtXITo6Gi7jPH27duAhZVNuUIOVLImk1+nqLqIweGm7eUhpvvqq68wdepUqFQqnY8Lgh9A4PSV1O+I2IRSqcSpU6e0CgPo+zxaomfPnhpFAUaOHIlevXpZ/Tyke5ozZw5YlsXcuXMBQG/QGRak+6Yhy7J4ZZ8caScUyMjIMFjRzNrMCWmHLqmQmNsIX3cOJHtlAIDZka5aIY2KExBbo5DjQNr3nOk1vZfenjP5BfnYE7MHq1atwoIFCzp9qtfDwwOQWXYMRsaCyzdtqQfLqNBcXopx06dadnJi0P/7f/8PSUlJei8oXdy9EDD1Q6MDjhr1OyK6MAwDqVSqEWh++eUXyGQW/pLRwc3NDZGRkRqFAQYMGEDLZYhNqfetGAo6utgz4KiZEtLy/2hGYm4jou/nYdcUd7x5UAbJXhm2n1Si4E9V63ug4gSkM1DIcSDm9JxZtGgRAGDhwoWdOtaBAwdC9h8ZVE0qs5asqZpUkJXL4DHCtLulTWXHIK+rRkpKisnnJMb58ssvkZycrDPgcDgcsCwL7yfmGVyiZgj1OyLtCwOcOHHCZoUBhg4dqhFohgwZYrPCANQgkRhiatBxhICjZszY2wac3VPd7xYnEIIFkH5CCbFYTMUJSKeikOMgLOk5s2jRIowcObJTl669/PLLeO+991B3tA4+8T4mv/7W0Vtg5Cr0GPqY0a9hFDLUF2UhOiaWLoxtZOfOnRCLxXoDTlxcHH4sPgm30NEWnYf6HXUfN2/exM8//6wxS3P9+nWbnGvgwIFahQHc3d1tcq72qEEiMYZEIkFRURHW5eZi5kOuepeoAUBpJYO0E4rWcGBvhoKOroADtPzdWPeUEAAH6Tk5YFnWYSvIEedDIcdBWNJzpum3Jqxes7pTQ06fPn2QkJiA/IJ8eMd665x10odlWNz8/hbcQkcZXT6aZRnUHkgHGm9h08YN5g6bGLBjxw5MmzZNb8DZvHkz1n6+Di4hETqrqJmC+h05p8bGRvzyyy8agUYqldrkXL169dIqDODt7W2Tc3WEGiQSY2VkZLRe5EcEGl7uGxHIxfyRfKTl5CA6Otphgk77kMayLJL/0wRfdw52TXHXWZxg3VMCcOC4FeSIc6KQ4wAs7TnjGeeJvdl7UV5ejpCQEBuNUtuihYuwJ2YPqr6uMmr2Sa3y60rIrzbB/68JRj2fUchQeyAdDWcKkJOTQ5vVbWD79u2YNm2azm7vHA4HWVlZeOmllyCRzIVo3ItWOSf1O+ralEolTp8+rRFoTp06ZbPCAG2LAowcORL33Xef1c9jDmqQSIyla5mWIe1LNAO6w3Nn0hXSOBwOlscJINkr65IV5IjzopDjAKzRc6b6/1UjKysLy5Yts/Lo9IuOjsaqVauwaNEisGAR+FygwRkdlmFR+XUlqvdWg+figvrvvwCUKXAbaKC/Stkx1BdlAY23kJOTQ/1VbCA3NxfTp0/vMOAwDAOFQg4PgXX6glC/o66DZVmtwgAlJSU2KQwgFAq1CgOEhoY65AUPNUgkxjI14Kg5UtAx9B7mRPHBssDcvJbfCV2pghxxXhRyHIBVes70EdpsWYghCxYsAAAsWrQITb81wTPOEz3H9NSqCHfr6C3UH6pHQ3kDVq1ahWeeeQazZs9B0e4VEHj5wSUkAvyA/uAK3MHIG6Gouojm8lLI66oRExuHjRsyaQbHBnJycvDiiy/qDThbt27F9OnTAQBcLhd8vgCM3PSy37pQvyPHde3aNa3CALdu3bL6eXg8HsLDw7UKA7i6ulr9XNbmDF3sSefIzMzsMOCwLIvSSkbnLIcjBB1jQppkBB+A4aCjCwUcYisUchyANXrOQADU19dbZTym4HA4WLhwIUaOHInVa1Zjb/ZeVP+/agj7CAEBADkguyyDSq5C4sRELMxe2Lp3qLDgEEpKSpCVlYXDR47izOFtUCjk4PMFGBwejnHTpyIlJaXLbUzvKjMT2dnZrTM07XG5XGzduhXTpk3T+PqgIUMgrbpolfNTvyPHUFtbq1UY4No105v0GiM0NFRjH81DDz3UaYUBrMkZutiTzsGyLJYtXYLenlx88pj+gKO+yNf3WeFwOPj0cQF2n2/GsqVLMHv27E77rJgS0uZEtdygMDboUMAhtkQhxwFYo+cM5ICnp6dVxmOO6OhoREdHo7y8HFlZWZBKpaivr4enpydCk0ORkpKic79QZGSkRojpKgGhLXVQ++HHIzh7+nRrUBs0ZAjGPzLWIYPatm3b8PLLL+sNOP/+978hFou1Hhv/yFic27YDLKOyqPgA9Tuyj6amJq3CAGVlZTY5V3BwsFZhAB8f0ysxOqKu1MWeylrbF4fDQe72HUhMeBqTv5RrzPoBmhf5YrEY63JyAGiHA1kzi8lfylGjcMXeXTs67WdlbkgrutyMdccVXa6CHHEuFHIcgFV6zlyWITTZ/su5QkJCLNoX1JUCjlQqxcxZs1FUWHB3yd0wiMa9CA+BGxh5E6RVF3Fu2w6kpaUhOiYWmzZucIgld//+97/x8ssvg2VZrce4XC62bduG5ORkna9NSUlBWloamqTH4B421uwxUL8j22tubtYqDHDy5EmbFAbw8vLSKAowatQohykMYCtdoYs9lbV2DPHx8dib9y0SE57GpJ33go6uz8D48eO1PlOyZhaTdspRdIXT6csazQlpp6pUOHRJ1WUryBHnQSHHAVij54xKrqILxk6Um5uLGTNnAe494T95MdxCDRRPkB7DscIshA+NQNbmTXYtnrB161akpKToDDgA0DukD44ePYoHH3xQ5+xTZGQkomNicawwC8K+kWY1BKV+R9bHsix+//13rcIATU3W2T/VlkAg0FkYoCvdoLAWR+5iT2WtHUv7oLPrBQHePKj9GWj/mVJX4rNHwNE3dkMhTd0HZ/4o1y5bQY44Dwo5DsDSnjP1h+qRODGxU8tHd2e5ubmYNm0aRINj4T1hnsELfQ6XB/ewsRD2jUTtgXSIxeKW9fx6ZkpsacuWLZgxY4aegMOBaEgcajgcbOhg9mnTxg0IHxqB2gPp8El4HRyO8Re31O/IOq5fv65VGKC2ttbq5+Fyua2FAdTLzsLDw7tEYYDO4ohd7KmstWNqGxbC0hpalinq+Ay0/UztOtfcskTNzj8TY0Kaurz0/FF8fN5FK8gR58Jh9d3SdQD19fXw8vJCXV2dXfebdIaioiLExMTAP9HfpJ4zFV9VoCavBgUFBZ3aDLS7Kisrw9CIYXAd8LBZF/g38z6D8vefcOpkqVWXrm3atAmzZs3S+npjYyPc3NyQlZWFmTNn6g44HC78Ji6CaFDL50c9+1Rf2FK6W9fs0/bt2yEWi40Kemrt+x1ROXDj3Lp1q7UwgHqm5urVqzY514ABA7QKA4hEIpucy9mIxWLk5ubiV4nI4B6E3ypUGJ7RALFYjOzsbIvP234vja6qbyzLIvVbGdJ/VmpckLbfTG7PZVHdSVdeRth2hrBtSMvMzIREIjG7gpz6cSpCQDpiSjagkONAVq9ejUWLFsEv0c+knjOrVq3CwoULO3Gk3VdMbByOn7wA/5c+N3upVtXWVIwe+gAKCw5ZbVyGQs727dsxa9YsAwHnDYgGjdc5VnUoyc7O1pp9artkzzPa+H5H9l6y58iamprw66+/aiw7u3Dhgk3OFRQUpFUYwNfX1ybncnam9ECx5oVc+4tlfWWtM4sVWHZIjjG9edh9vhnJyck6y1oDoKDTSbpyQYj2nzuWZREcFAhXWQ0uzBfBzdW8CnIA0KRkEZbWAKXQl6oNEp0o5HRRLMtizZo1WLRoEUQhIqN7zixYsIB+EXSC4uJijBgxAv6TF1u06b7x/BHc2L0CxcXFVtuToi/k/Otf/8Lf//533S/icOH3zJsQPThO73E7mn3SLr5A/Y6M1dzcjDNnzmgVBmhubrb6uTw9PXUWBqDfG5Yzp8mjNYJO+zvq69evx7vLlmpdaGb8rMDcPBl6e3JQ08jiiQEu2H2+mS40jdSVw4gtGTOD2Pa5bYsT5OTkUMAmZjMlG9CeHAdiSc8ZYntbtmyBwMsfbqGjLTqO28DREHj5ISsry+Yb7y0JOADA4XDhPWEeqraew8xZs7Vmn0JDQ52235E1sSyLixcvauyjKSkpQWNjo9XPJRAI8NBDD2kEmoEDB3bLwgC2Zq8u9rr23MydO7f1AlJd1jqzWIm5ebJ7e252NuJ/vzcjM1GIWZGuditr3VV05WVlttb+c9GVK8gR50UhxwGZ23OG2NYPPx6BS0iERf1hgJZiBC4hETh85KiVRgbU1NQY/2QuryXgPPCIcU/nC+EZnYKi3StQUlKit+paV+93ZE0VFRVahQFu3rxp9fNwuVwMGTJEqzAAn8+3+rmIJnt1sdd1x7y18WhOjs4yvurx7Z7qjkk7GvHqfhkG+HAR30/zEoD2RNxD1elM15UryBHnRMvVCDGSQCCEaNyL8Bz5rMXHqj+xGw2Ht0Eut6wLbGFhYcus3569gCsg7CMEz43X2juJVbT7583lwf+Zf8D9AdOW27GMCpWZMzF7+lSsW7fOojE7m7q6Oq3CAFeuXLHJufr3768RaCIjI6kwgB3Yaw+CsUuCRo4ciRMnTmD+KFd8/qRQe0nQjkYU/anC3mT31qBDAecezZky3RfqgO7qdHShrr84QXttA6IjVJAjXQMtVyPEyhiGgUIhh4fAzSrH4wrcoVDIzZ7xYFkWq1evxhtvvAFRHxGCpwfDa4yX1v6tuqN1qD5YDcV1BcDhwO+ZN00OOIBtZp+6IplMplUY4Pz58zY5V2BgoFZhAD8/P5uci5jGHl3sWZZFctJU+PKV2PWCSON86jG1zuicOKG3jK/QhYNdU9wRlnYHyf9pwvWFPQCAAs5dhmbK2s7o6FqquHuKAJN2Uhlu9YxOctJUZKzUv9RPIpGAw+Fg2dIl2Lur+yz1I52HZnKI3XWVpU2ONJOjrsTnn+iPgOcCOqzEV/V1FW7svQHvuBnwHPWcXcbcGaz5WVKpVFqFAUpLS21SGMDDwwMjRoxoDTSjRo1C7969u/V+CFux5kZyfeWa2wcGa5Vrtl6ZXhnSTiiRkSjEnCi+1ctad1XGzpRRdTrjUNEGYgs0k0McmnqT+g8/HsHZ06dbN6kPGjIE4x8Z67Cb1AcNGQJp1UWrHEtRdRGDw8PNem1hYWFrwDGmpxKHy0HgXwLBgkX13s3gB4dBGGL6uS2dfbIFa32WWJbFH3/8obGPpri42CaFAfh8vlZhgLCwMIf5njoza28k7+w9COpyvYYaj3I4HL19enQFHACICORi/kg+0nJyEB0d3S1nckyaKdMTcIC7M2UvCBCW1oDkpKndujqdKYU4CLEFCjmk02iXGx4G0bgX4SFwAyNvgrTqIs5t24G0tDREx8Ri08YNDlVuePwjY3Fu2w6wjMqi4gMso0JzeSnGTZ9q1utXr1kNUR8RAp4PMOl1gc8F4vYvDag/scuskMPIG8HnCyy+GLdGSLL0s1RRUaFRFODEiROmFW8wEpfLxeDBgzWWnQ0dOpQKA9iBrTaSd3YX+/aBybSy1doBB6CO80DL92D5+x9AIpG0VqfTVyxiVqSrwZkyqk5HiGOgkEM6RdvGkf6TF8Mt1EDjSOkxHCvMQvjQCIdqHJmSkoK0tDQ0SY9Z1CenqewY5HXVSElJMfm1ly9fRt7ePARNCzL5jyeHy4HPoz1xfdtxNNffgIunv0mvN3f2Sd9sy4CBA+Ehcoefnx9cXV3h4eGBgQMH4uWXX0afPn30Hs/Uz9JPBZswePAQPP/8c1AoFDhx4gTKy8tNfh/G6Nevn1ZhgB49etjkXMR4ukou67qY17WR3JSg01l7EEwNOoYCjhoFHWvNlNHeJkIcBe3JITaXm5uLadOmQTQ4Ft4T5oHLF3b4GkYhQ+2BdDScKUB2djaSk5M7YaQdi4mNw7GT5xHw0jqj3kd7jEKGqq2pGD30Aa2eM8ZYvnw5Pvj4A4SuCdUoMmAsVZMK518vg8eIKej5iPHh0ZzqarpmW/gB/aG6U4OmP36G8sZlcPhcCPsIwHPngSPntPaBSkhMwKKFi7T6QHX0WWKbFVBU/QH59QtQXL8A+fUyNN+8CsD6v+YCAgI0As3IkSOpMIAD6sx9M529B0EsFiM3Nxe/SkR6L7wB3NtzM9QV2yYLjdiz070v1G3V4JX2nhBiOVOyAYUcYlNlZWUYGjEMrgMehk/C6+BwjF+mxLIMbuZ9BuXvP+HUydJOX7qma1mVVCpF+NAIu72f6dOn45sT3+D+t+83+bVqFz+8BA5/JPwSFxr9msbzR3Bj9woUFxcbtcel7WyLZ0xKSwNVDhf1x3fhVsFmCO5zh++jPfVWhKsrqEPD5QasWrUKCxYsAIfD0fosgWWhrCmH4npZS6ipKIOi6hLA2KYwQFRUlEZhgJCQELpgcXDOvJHclAvxtjM5sffzUPCnymplrZ2Vqd/f1H1ypBsION2xYSghtkCFB4jDmDV7Djju3vCeMM+kQAAAHA4X3hPmoWrrOcycNdusmQ9TGLuJPWvzJojFYgAwa2YqJyfH7MB2+/ZtQGDWS1txhRyoZE1GP59RyFBflIXomFijA46u2Zb641/jVsFmgxXheG48+MT7wDvWG1VfV2HRokUAgAULFkA8bToYnhAcYQ9Ubl8MRYUUrNL6ld74fD6GDx+uURjggQceoMIAXYwzbyQ3daah5b0KwQJIP6HEqFGjsO74cQCWlbV2ZhKJBEVFRViXm4uZD7kanCkrrWSQfkKBUaNGUcNQQhwIzeQQmykuLsaIESPgP3mxRXtYTJ1FMJW+ZVXcu5vYFVUX0Vz+G+R11a2b2I8fP35vpiI6BW4DDewLKTuG+qIsoPGWxXuMRowYgTN1ZzBgyQCzj2HKTI6ps0/6Zu5kl0+icvvbRleEU6v4qgLVe6vRo0cP3Llzx+jXGYvD4bQWBlAHmqFDh0IgsDBJEodgvZLLjrN8y5ylVGptZxzEYjFycnIsLmvtrEyfyZEh/YRSqww3NQy1Dypf7bxoJoc4hC1btkDg5d+yVMkCbgNHQ+Dlh6ysLKuHHEsKIpw6WdoSjnavuBuOIu6GI3cw8sa74agU8rpqxMTGYeOGTIuW3K1ZswbFxcXg8DlQNanM3pMjK5fBY0SvDp9rzuyTvpm7+p93QXCfu1kV4eqL63HnunUCDs8rAGzjLTw8cgRWrFiByMhIeHh4WOXYxPE420byzMzMDi+8DYU2DoeDdU8JwAGQlpOj0aiULsDvMWembN1TLTPW6Xe/n9nZ2dQw1E6sXSqedF0UcojN/PDjEbiERFhUbhkAOFweXEIicPjIUQDWa/hoSkEEDpcH97CxEPaNRO2B9Na7dYUFh1qXuR0+chRnDm9rXeY2ODwc46ZPtUrfH3XzTwBgFSzqjtbBJ97H5OPcOnoLjKwZPHdvvaWw288+5eTkGDX7VFxcjKLCAvhPXqzxvWyur0KT9AR6TQ82qyKc7+O+uP7v6ya9DgC47l4QBA0EPzgMguCW/8tz90J13ho0yuoQExNj8jFJ12NZyWXHCTgsy2LZ0iXo7cnFJ4/pDzjqMc8fxcfnekLdp48LsPt8M747eABffPEF/va3v1lU1tqZmDtT1j7olJWV4fjx41rHEbpQ0LElW5WKJ10ThRxiM2dPn4Zo3ItWORY/oD9+K9gMgUBoleahZWVlmDFzFkSDY00qIMDlC1s2vQOYMXMWRo0ahcjISI3zW7tZ5qpVq/DGG29ofK36YDW8Y7117mvRh2VY1OXXwdfPFzUH0tBwbIdVZ5/0zdzdOfk9uAIevMZ4GT3WtnqO6YmKHRVgFfpX1nL4buAHDoAgOOxuqAkDz9Nf5wUKP6A/zhzeZtZYSNdkXsllxwk4QMtFdO72HUhMeBqTv5QbLKQgFouRdndGoX3Qab/nJj4+Hlwu1+Ky1s7AOjNld4PO8eOI68vrMvu8nIGtS8WTrod20hKbYBgGCoUcXIGbVY7HFbiDZRi4PzIdvk+9AtG4FyFVemPDth2IiopCTGwcpFKp0cezRkEEuPfEzFmztcdqxYCzcuVKrYADAIrrClR9XWXSsSq/rkTT1SZ8/Z+vUVxcjNnTp2Igvw4Nh7ehZt/naDi8DQP5dZg9fSqKi4tRcCjfpOV13+cf0jlz11x7DcIQoVnL64CWYgTCkDazbFwX8IMHosdDCfB9+jUEz/wXQl7dgaDkj+EdNwOiB8fBxStA70UDV+AOhUIOhmHMGg/pmiQSCZKTk7HuuAKllYZ/9qWVTGtYcISAo6bux1N0hYNJO+WQNbcE//ahLDs7G+vXr0facQVe2S+Heuutvj03c+bMwfWKym59gWfsTFnqPjmGZzTglf0y6NrSzOFwsPJxIXp7cnDmhu7PWduGocvfp4ah1tC+kqKba0thkfkj+ZBIJMjMzASgPVPn5toysxbdm0ViwtPIz8+38zsh1kQzOcQmuFwu+HwBGLnxVbzaYllGI3ww8kaA5wqvUZM0n2dG81B9y6pMweUL4RmdgqLdK1BSUmKTggiffPIJ3nrrLZ2Pubi44MbeG2DBIvC5QIMzOizDovLrSlTvrcaqVatae89Yc/YpNzcXZ8+egXecdoEJRtEEnptlf8R57jxwRT4IeH4J+P79wHFxNftYjLwRfL6AqqV1MxkZGa1loiMCDf/sIwK5mD+Sj7ScHERHRztk0ElMeBqTdsqx6wUB3jyoPevUdvaKg4733HT3C21jZ8rUVdTS7lan+/xJofZM2c5G1DSy2JvsrvV9dcRZwq5OX6n49g1uCwsLdZaKpyWEzotCDrGZQUOGQFp10ajnyiukaDj5HeTXzkFx409ApQR4ruD73w9BrwehrKsE37+v1ut07ZVhWdZg89CuUBDh448/xttvv63zMaFQiP/+978oLS3FokWL0PRbEzzjPNFzTE+tnjO3jt5C/aF6NJTf6zmji6UBR11SW9fMHZfvBqbJsiKOTBMDrisfguAwi44DAIqqixgcHm7xcUjXYV7J5XsXR4Dudf320jbohKU14Eo9o/OCuW3QoT03HWsfIA01jxWLxUjLzQVwL+jImllM2tGIoj9V2Jvsjvh+mpdYFHCsz5lLxRPLUcghNjP+kbE4t22H3g3uAKCsvYaa/WmQXy4Fr4cvhH2HQzQ4TqN8c+OFo1DdqQHPww/K2mtw9dauDKZrr4y+pVa2KohgLR999BEWL16s8zE3Nzfs2bMHjz76KB5//HGMHDkSq9esxt7svaj+f9UQ9hG29NGRA7LLMqjkKiROTMTC7IWtMzjWpN7b1GNIHO6cO6xz5s7Fuxdu/yyzqCKc/IocYOsNfpaMwTIqNJeXYtz0qWYfg3Qtlmwk7wpBJzlpKjJW6q8iJZFIwOFwaM+NkYydKcu5u+dJHXQ+fUyIyTsp4HQ2DoeD5e9/AIlEgn98J9dbQfHzpwSYFelqsFS8eglhxkpaQugsqE8OsZmSkhJERUXp7ZPTcKYANfvWgdfDG95xMzos31ybvwmqhlste3IG666MxShkqNqaitFDH9DbPFQgEEI07kV4jnzWsjcIoP7EbjQc3ga53LimlJcvX8aWLVtQVlaG27dvw8PDAwMHDsTLL7+MPn36YMWKFXjnnXd0vtbNzQ179+7VeZFSXl6OrKwsSKVS1NfXw9PTE6GhoUhJSUFISIhF79GQmNg4HD95Af4vfY7K7W/B1e9++N0Nm2rN9VW4un4mek0PNqsiXE1+DSqyK8AyrMP3XCKOxRn75LRH/UBso22VLn0zZQAwatQonDhxAr09Oa1L1NoHHAD4rUKF4RkNWn10iHVY2j/Kkf+NE02mZAMKOcSmYmLjcOzkeQS8tE5j/0vDmQJU71kN0ZBY+HRQvlmNUchw80A6Gk4XwG/iQogGx+p8nqELWYZhwOPx4PvUK+gRMcGi9wYAd0oPoGbf51CpVAaXfBUWFmL1mtXI25sHnoDXMuMiBCC7N+MSFhaGc+fO6Xy9oYBjL+2bvd48uB6NF47ivr9t1gqrVV8vB9N4CqHv9zO5Ityldy/h0chHcetWvc7PkrGMCcDEebAsi+CgQLjKanBhvghuroYDjKGLoyYli7C0BiiFvrSMpRvpqN+K+sI6ri8PZ24wyH3eTWfAAehCujOYE3To59L1UDNQ4jA2bdyA8KERqD2Q3lqqWXnzKmr2rYNoSCx8TSzf7Ht3lqBm3zrwg8N0Ll0ztFfG0oII7XW0iZ1lWaxevRpvvPEGRH1ECJoWBK8xXlp7Z+qO1uHiQd37l9zc3JCXl4e4uDjrjNlKJa7b720SDX0Mt0v2okl6TGu2xXPkc6jMPY6qr6sQ+JdAo89R+XUlGq80YmH2QvTq1Uvrs2QslmVQeyAdaLyFTRs3GP060nWZWnJZ3RSz/cVR+5LLFHC6j/j4eL2htv0FNWC4eIOjL390Bs5QKp5YF5UXIjYVGhqKrM2b0HCmADfzPgOjkKHmf+ng9fCBj5nlm30mzAOvhzdq9qfpfk4He2UGDRkChZEFETrS0Sb2NWvW4I033oB/oj/6/rMvfOJ9tPal8Nx48In3wcAPB8I/0V/jMXd3d3z77bcWBZySkhKkpqZieGQUBAIheDweBAIhhkdGITU1FSUlJWYdt/3eJkFQKAR9IlB7aDMYhebyPWFIOLzjZuDG3huo+Kpl6ZkhLMOi4qsKVO+txsqVKxEdHa3zs2QMRiHDzbzP0HCmAFmbN5lUFpt0baaWXF53XIFXjSi5TLoPYwIOh8MxKvyqg077ssbEepyhVDyxHgo5xOaSkpKQnZ0N5e8/oWLTXMgvl8I7LsWi8s3esTMgv1wKeYXu3jj8gP44c+qUzsfGPzIWzeW/gWVUZp1frXUT+9gxOh8vLCzEokWL4J/oj8C/GC7zDAAcLgeBfwmEX6IfAEAgEODbb79FbGysWeOTSqWIiY1DVFQUNmzbAanSG6JxL1qlzxDQ0uyVH9Bf42u+T86H6k4tbh5IB8tq/oHxGDkZ3nEzUL23GtKlF1GTXwNVk+bPQNWkQk1+Df5Y9kdryeu2FeHafpaqtqai8fwRvT9HllGh8fwRVG1NhfL3n5CTk9NheXHifNoHnSal7ru3EolEI+g0KSngEG3GNgz9rUKlt48OBR3bMadUfE5ODv0cnBTtySFW09EyKKlUipiYWFTUNaD337daXCXr6hcz4B42Bj6Pz9V63NBemY4KIhiro03szzz7DPJ/zUff9/qatgmSYSF9R4oRA0bg8A+HzRpbbm4uZsycBbj3hGdMSodFHeoLs4DGW0b1GQIM721qOFOI6j2r9O63kpWfQv2JXWiSHgdX0NLokysEVE0MZJebACUw8ZmJWLhAf0U4qVSKmbNmo6iwAAIvP7iERIAf0B9cgTsYeSMUVRfRXF4KeV01YmLjsHFDJs3gdHPGbiRX36Xv7cmlkstEA+3zcmy0J6d7MCUb0EwOMZupy6BCQ0PhHxgIt35RVinfLOw7DPJr53U+bmivTGRkJKJjYlFfmGX0kiet4ytkqC/KQnRMrM6Ac/nyZeTtzYNXrJfJf7w4XA58HvfB0SNHUV5ebvLYcnNzMW3aNLgOeBgBL62De9hYvd9vdZ+hgJfWwXXAwxCLxci9WxLVEEN7m0SDY+A3cSEazx/B9az5WrMtwpBwBDy3FPfN3QyPqL9CJeuLO2eVaJI24vlnnseff/6Jb3Z/Y7DkdWhoKAoLDqG4uBizp0/FQH4dGg5vQ82+z9FweBsG8uswe/pUFBcXo+BQPgUc0jqjoxT6GryYkUgkyMjIgFLoSwGHaFDv86pRuGLyl/eWP6pp7fNqt/xRre0+r9zttM/LGiwtFU8za86JZnKIybTvog+7exf9Xm+b5vLfIK+rRnRMLDZt3NB6kWnt8s21hVtx/6JdWo9V563BQH4dfin+We97CB8aAdcBD5u1if1m3mdQ/v4TTp0s1XkBvXz5cnzw8QcIXRNqdm8Y6QIplry1BMuWLTP6dWVlZRgaMcxm76ut4ZFRkCq9tUpGq2n3QBqmNdsiu/RbSw+kHj4I6xOMM6d1LzE0lrWKKhDnRSWXiaXUs4LRvVmDDUN1XXjTPi/r6w6l4sk9VF2N2EzbZVD+kxd3uAzqWGEWwodGIGvzJkyZMgUKhRweAjerjIUrcAdUSrAso3Exb0zDR/UmdrFYDADwNqGMde2BdDScKUBOTo7eIFBWVgZhH6FZAQdoKUYg7CM0eZ/MrNlzwHH3hreZRR28J8xD1dZzmDlrdodlljtq9urq3QtBSSsgr5Ci4eR3kF87j4azPwAqJcBzBd+/L9zDxkAUHo/ab1bg0XjLq8dRwCEdMeUOLyG6GNswtH21r08eE2DylxRwrIllWSxbugS9Pbn45DH9AaejJYQcDgefPi7A7vPNWLZ0CWbPnk2/A5wAhRxiNPUyKNHg2A5DgXoZlLBvJGoPpEMsFoNlWauXbwbPVetivqnsGOR11UhJSTH4+qSkJLAsixkzZ6Fq6zl4RqfAbaCB0FZ2DPVFLXtXOtrEfvv27ZY+OJYQtNyxMFZxcTGKCgvgP3mxRUUdPKNTULR7BUpKSgw2zExJSUFaWprOktFtCYJCIQi6Fwbbh9LG80eM+nkRQoijaBt0wtIa9O7zaht0dp1rpn1eVkal4okhdNuTGKWsrAwzZs6CaHAsfBJeN/oimssXwifhdYgGx2LGzFkYEBpq1fLNfP++Gl9T75UZHx1jVEf75ORknDpZitFDH8CN3StQmTkT1XlrUH9iN+6UHkD9id2ozluDysyZuLF7BR6OeBCnTpZ2uDnfw8MDMG+7zz1ymLRMs33fGnO17TNkiLl7m9oGnI72NhFCiKOifV6OgUrFE306JeSkp6ejb9++EAqFGD16NI4fP94ZpyVWZI1lUHDvibpbt6xWvll26TcIej0AAJBXSFFz8AtcXT8D8toK/FBUaHQvGFtsYh84cCBkl2VaJZKNpWpSQXZZZtKG+fZ9a8zVUZ+htjZt3AA03kKtjpLRHaEGnYSQrk7dMLSjPRxz5szB9YrKTrmANnartQNvyTYZlYonutg85OzcuRMLFizAu+++i5KSEgwbNgxPPPEEqqqqbH1qYiXqZVAeMS9bvAzq2rWrkNdVo0l6zKIxNZUdg+pODQT3D0PF9sWo2PoaGs8fgduAkfCOm2VWL5jIyEisW7cOvxT/DLlcBpVKBblchl+Kf8a6detMmml4+eWXoZKrUHe0zqz3d+voLajkKpOWcOnqW2MuQ32G2qIGnYSQ7s6R9nnl5+cjOCiwwyphmZmZCA4KRH5+vs3H1FnaBp2wtAa9RQTaBp2wtAYKOE7M5iFnzZo1mD17NlJSUjB48GCsX78e7u7u2Lx5s9Zz5XI56uvrNf4j9mftZVC97uttcfnm2oLNcPENQc2elWiuq4T/5MXo/fct8Et4HZ4jn0WPiAnwHPks/BJeR+CcTfCfvBjHTp5H+NAIbN++3ajzWLKJvU+fPkhITEBdQR1YxrS7ZSzDov5QPRInJiIkJMSo1zAMA4VCDq4VizooFHIwTMezM9SgkxBN3fFOOrE/ddU3V1mNwXLIGRkZkEgkcJXVIDHhaacMOrSEkAA2DjkKhQLFxcV47LHH7p2Qy8Vjjz2Go0e1l8J89NFH8PLyav3P2As8YlvWXgbl5eVl0RKnmgPpaK6rQnNNOdzCHkGvGek26QVjqUULF6HhcgOqvjZt1rLy60o0XmnEwgULjX6Nob415jDUZ0gXW+1tIqSr6c530on9tC1rfWG+SG/fl7ZlrS/MFyG6N+uUQcfRlhAS+7BpyKmuroZKpUJgYKDG1wMDA1FRUaH1/Lfffht1dXWt/5nTCJFYn7WXQf0ulZq9xKl67xo0nj4EgIVoSBz8Es0vgqBr6ZoxMxfGio6OxmuvvYYbe2+g4quKDmd0WIZFxVcVqN5bjZUrVxpshqnLoCFDrFrUYXB4uEmvoQadpLujO+nEHtr37XFz1d3gsn3fHjdXDnZPEThl0HGkJYTEfhyqhLRAIIBAILD3MEgb6mVQ1uxto1DIMWXKFLPLNz84aDAuVd6CjxV6wXy2ZjWysrLww49HcPb0aSgUcvD5AgwaMgTjHxmLlJQUs6p+tW2YyhO6o3pvNW6X3IHPY97oOaanRv8cVZMKt47eQv2hejSUN2DVqlVYsGCByefsqG+NsYzpM2RIZGSkxveMGnSS7qDtheauF0R486C8tXxw2zvKbS801X1TEhOepiUzxCy6GpMCLRfvnz/Vcj0lkUhQWFiI3NxcrT4xQpeWoDNpJ30OifPhsDZcFKxQKODu7o6vvvoKkyZNav36Sy+9hFu3buGbb74x+HpTupoS2xEIhBCNexGeI5+1+Fj1J3aj4fA2yOUtszdtw4DAyw8uIRHgB/QHV+AORt4IRdVFNJeXQl5XjZjYOLz26iuYPHky/CcvNtibpSON54/gxu4VLe/Pyw8uIcPuntcNjLzp7nl/g7yuGtExsdi0cYPRMw9tG6Z6xqTALXQ05FfPov7ELjRJj4Mr4EEYIgRXyIGqiYHschNYBYOoEVFYs3qNyTM4aiUlJYiKirLa96a4uJjKOhNiBF0Xmro6qLe/k87hcKh8LTEby7IIDgqEq6wGF+aL4OZqXiNMAGhSsghLa4BS6IvrFZU0w0EclinZwKYzOXw+H1FRUfj+++9bQw7DMPj+++8xf/58W56aWNGgIUMgtdEyKPUSp5KSEmRlZeHwkaM4c3hb64zK4PBwjJs+tXVGJTU11WpFELiinuAHDkDA88v0zyBJj+FYYRbCh0Yga/OmDveQ6GuYKgwJhzAkHM31N3Dn5Hdorr0GlawJXIEbPKIC0FxzGSXFP+HKlStmvyd135pjhVkQ9o00qxIe9a0hxDR0J53YC4fDwfL3P4BEIsE/vpPrDDDqz+GsSFdEBHJ1hheWZfHmQXlLQ9OVH1DAIU7D5svVFixYgJdeegkjRozAqFGjsHbtWjQ0NFB38y6kM5ZBGbvEyZpFENz6RUJZXd5hwQJh30jUHkiHWCwGy7JITk7W+fz2DVN1LaVz8fRHz0e0gxLLMriZ9xlmzJyFUaNGmb1fZdPGDQgfGoHaA+l6x6AP9a0hxDQsyyI5aSp8+UrsekGk0Wkd0Aw6aToCjprQhYNdLwgQltaA5KSpdCedGG3OnDlgWRZz584FAL1BZ1iQ7r9zumYcCXEWNl8oP2XKFKxatQrLli3D8OHD8euvv2L//v1axQiI40pJSbFabxt5XXVrwDW0yV/fHg5rFUFgWQb8gP5Q3LjU4XONKVgAWK9h6sxZs016bVvUt4aQzqO+k36lnsE/vpPrLAmtDjq/SkR6lwq1vZO+/H26k05M077BpSklzCngEGdm0z05lqI9OY4jJjYOx06eR8BL68xeBlWxaS78ewjgHxho1iZ/hmHA4/Hg+9Qr6BExwaTzyyukaDj5HeTXzkFx409ApQS4PIBl0eOhp9Bj6OMQBBm+sGcUMlRtTcXooQ+gsOCQxmPFxcUYMWKEw+yH0dgXZEJRB2OW5BFCNOnaa2MsutAk1mLK55A+d6SrMiUbUMghRpFKpQgfGgHXAQ+bvAxKcfMKqnLfhqqhFnxPP7j2MX+Tv6lFEJS111CzPw3yy6Xg9fCFsO9wrXPLLv0K1Z0aCPpEwPfJ+XD17qX3ePpCSGpqKjZs24nAORstXtJXmTkTs6dPxbp168w+DmB6UYeNGzJpBocQM5kTdOhCk1ibug/crxKR3iVqAPBbhQrDMxogFouRnZ3diSMkxDIOU3iAOA/1MiixWAwAGpvqDbldehA3/5cGXg8f+E9eDLdQAzMKRmzyN6UIQsOZAtTsWwdeD2+jzl17aDOub06F71OvQDQ4Rucx3QaOhsDLD1lZWRohx9oNUw8f0W6WaypTizoQQsynLhdtaG9EWxRwiLVlZGS0FreICDR8IzIikIv5I/lIy8lBdHQ0ff6IU6KQQ4yWlJRkUm+b2vzNuF38DdwHx8H3CcOhyNhN/sYWQWg4U4DqPashGhILnw4CWdtz3zyQjuo9qwCwEA2O1flcXSHk7OnTEI17Ue85TMEP6I8zh7dZ5VgA9a0hpLNIJBIUFRVhXW4uZj7kavBOemklg7QTCojFYrrAJBYzdSaxffU/APQ5JE6HQg4xSXJyMkaNGtWyDGr3Cr3LoBSXfoGy4RZEQ+Lga8LyNvUmfwA6K42lpKQgLS0NTdJjeve+KG9eRc2+dRANiTX53L53z12zbx34wWE6l661DyG2aphqqzBCAYcQ26A76c6FZVmjlx3as1iEuXvCKOgQZ0dXO8Rk6mVQxcXFmD19Kgby69BweBtq9n2OhsPbMJBfB38vEQTeQfCxcqUxdS+Y+sIsvZXDav6XDl4PH7PP7TNhHng9vFGzP03nc9qGEKAlNPD5AjDyJpPOpQ8jbwSfL7BpGLl8+TKWL1+O6dOnY9KkSZg+fTqWL1+Oy5cv2+ychDgzc++kzx/Jh0QiQWZmZieNlBgjPz8fwUGBHf5cMjMzERwUiPz8fK3HamtrUVdXZ7PxLVy4EOnp6To/d7JmFgv/J0P+H81gWRa/VagMVv+jzyFxRlR4gFiNeubB1pXGDBVBkFdIUbH1NaudO+iltVpV1+pP7EbD4W2Qy++FrOGRUZAqveF3dybIEtV5azCQX4dfin+2+FjtFRYWYvWa1cjbmweegAdhHyEgBCADZJdlUMlVSEhMwKKFixAdHW318xPijKi6mnNRN3j15StbGmTq+bmof+69PbmoUbhqNXK9ffs2wsLCMHjwYEycOBETJ07EgAEDLB7fgQMH8MzEiZArFBDy+fAVKFGW2gNurvcCznM7m7BP2gwBD3higAv+e6HZ4OezSckiLK0BSqEv9WkiDs2UbEAzOcRq1DMPW7ZsgcDLH26hoy06XttN/m0Z6gXTcPI78Dz8rHJuXg9fNJz8TusxRdVFDA4P1/ja+EfGorn8N7CMyqLztjZMHTvGouNoHZdlsWrVKsTGxiL/13wETQtC6JpQ3P/2/bj/9ftx/9v3I3RNKIKmBSH/13zExMRg9erVRvdbIKS7yszM7DDg0J30rkMdcKJ7s7gwX6T359I22F6YL0J0bxaJCU9rzOh4eHjg1VdfRX5+Pl5//XWEhoZi8ODB+Mc//oEffvgBzc3NJo9PHXDGCAT44r7eYJubUdnAwTM7ZJA1s60BJ/+iCl/c1xujhSLsudCM+Ph4vX10ZM0sJn8pR43CFbnbd1DAIU6DQg6xus6oNJaUlITs7Gwof/8JVVtT0Xj+CFhGBfm1cxDeP8wq5xb2HQb5tfMaX9cXQmzVMNVa1qxZgzfeeAP+if7o+8++8In3Ac9N83vEc+PBJ94Hff/ZF/6J/li0aBHWrFlj1XEQ4kxYlsWypUvQ25OLTx7TH3Be2SfH8IwGvY0aORwOPn1cgN6eXCxbuoRuLthJ24Cze4oAbq66A2j7mTs3Vw52TxHoDDrz5s2Dr69v6/8+e/YsPv30U0RHRyMwMBDTp0/Hl19+adSytrYBZ21QMGJ69EB6r/vAA1BwSYWEXBkm7WhE/kUV0nv1RkyPHvi8132I7tEDPx4+jFdeeUUr6MiaWUzaKUfRFY7WTBQhXR2FHGJ1Z0+fBj+gv1WOxQ/ojzOnTul8LDk5GadOlmL00AdwY/cKVGbOhKLyolXPrbhxSeNr+kKIMXuFOsIoZKgvykJ0TKxVSzoXFhZi0aJF8E/0R+BfAsHhdrBXgMtB4F8C4Zfoh0WLFqGoqMhqYyHEmXA4HORu34EahSsmfymHrFkznLRdiiYWi+lOugNrH3CELi0/g/YzbWKxWOfMndBFd9Dx8PDAokWLdJ7z5s2byM7OxpQpU+Dn54dHH30Ua9euxe+//65zfG0DDv/uyomxIlFr0Dn0hxKHLjJI79UbY0UiAACfy8X/BffCGIEAGevX47XXXmv9HDYpKeAQ50Yhh1iVutIY1waVxnRpWwRh1rQpAMtY9dxQKcGyLefuKIRs2rgBaLyF2gPpra8xFssyqD2QDjTeajmOFa1esxqiPiIEPB9g0usCnwuEKESE1WtWW3U8hDiT+Ph47M37FkVXOJi0817Qab/XJjs7G+vXr6c76Q6IZVkkJ02FL1+JXS/cCzhqbYOOunqerqWJQhcOdr0ggC9fieSkqa0/4/azObo0NzdrLWt78803W5e15eXlQa5QYIqnV2vAUVMHnb4CAf51372Ao8bncjHF0wtyhQJcLrf1cxiW1kCfO+LUqPAAsTqBQAjRuBfhOfJZi4+la5N/Z567tnAr7l+0CyzL4GbeZ1D+/hNOnSzVKGvd1vbt2yEWiyEaHGt0w1RGIUPtgXQ0nClATk6Oziao5rp8+TL69euHoGlB8In3Mfn1Nfk1uP7v6wgJCYGLC1WcJ0QfmUyGiorrEPKAwB4c3GxiUS8H/Pz84OHh0fq827dvo7q6Gp4CwMeNg8o7LGQqICgoGEJhx78viG20/bn4uumfSVOoAL6B1dA1en7uFRUVaGoyrwKnj48PnnjiCZw7cwZnTp1CenAvrSBjyJGGBsy7fg3xjz+Or3ftglAoRGZmJpYtXYLc7Tso4JAuxZRsQFctxOoGDRkCadVFqxxL1yZ/a56bZRm9ZaYVVRfB9++rFUL0BRzA9IapTWXHUF+UBTTesnrAAVqKQPAEPHiN8TLr9T3H9ETFjgqUl5dbdVyEOKumZuDSrXv3Dqurq1FdXa31vHo5UC+/97zr1693yviIYe1/LubS93M3x82bN7F9+3YAAJfDwd+vXtE5Y6OLroADtPTDmT17Ni2NJE6NQg6xuvGPjMW5bTvAMiqLCgC0bvKfPtVq55ZXSNFw8jvIr52D4safgEoJ8FzB978fgl4PQjT0MQiCQsEyKsgu/QZX/76o2ppqUggxtmFqc3kp5HXViImNw8YNmQbDk7nKysog7CPUKjJgLJ4bD8IQIZp+t04PIEIIIeZjWBZKAH+7Uo4veocYDDr6Ao4aBRzi7CjkEKtLSUlBWloamqTHLOpV03aTv7oHj7nnVtZeQ83+NMgvl4LXwxfCvsMhGhwHrsANjLwJiqqLaLxwFLdL9kLQJwKisLFQ3amB6k6NWSFEvVeopKQEWVlZOHzkKM4c3gaFQg4+X4DB4eEYN30qUlJSrFpkoL3bt2+39MGxAM/dskp1hBBCrIcFoATwQVUlvu2nv9DOiuobcPfwwPYdO2gpJOmWKOQQq1NXGjtWmAVh30ij9qW0Jys/g5p9ayHy8MSYMWNbw8GgIUMw/pGxesOBrnM3nClAzb514PXwhv/kxXALNbB8THoMtYc24+b3mejp7YPvvztoUQiJjIzUeL2xYc1aPDw8APOKvbVSNVrW+4cQQojl+Hw+xo8fj4pr1yC9cAFLAgINPn+xnz/mXb+GpKlTdc7kEOLsKOQQm9i0cQPCh0ag9kA6fBJe17vvpb2WGZd1kF8+Ca57T+D+KIgC+sPj7oyLtOoizm3bgbS0NETHxGLTxg1aMyxtzy3oF4mavWsgGhILnw4KAXC4PLiHjYWwbyRq/peOurMFOHfunFVnWjoz4ADAwIEDIfuPDKomlVlL1lRNKiiuKvDwww/j4YcftsEICSHEsZSWliI/Px/DA7mI6csDB/qXdbFgUXBJhd8qGTz66KMYOnSozuft3LnTrH1X/v7+SEhIwMSJEzF+/Hi89OKLkF64YFTxgbEiEdKDe2HewYN4bvJkCjqk26HqasRmTK001jLj8jm47j3h8+isDmdc6gtbNuxnbd6ktVdm+/btSE5OBrg8uA+Khp8JQQuA0dXUHJ01qqtVZlfi0qVLCAkJscEICSHEcbRv9GnMvpX25cLnzJmj8bhUKsWDDz4Ilcq4WfHw8HBMnDgREydOxKhRo8Dj8SCTyfDc5MnIP3jQKtXVCOmqTMkG1CeH2ExSUhKys7Oh/P0nVG1NReP5I2AZ3b/k75zKR/We1XALewS9Zv4L7mFj9RYtUM+4BLy0Dq4DHoZYLEZubq7WuR8cNBi8Hr7wnTDPpIADABwOF94T5gHuPTFz1myTXutI+vTpg4TEBNQV1IFlTLufwTIs6g/VI3FiIgUcQojTMyfgANoNQzMzMzUe/+CDDwwGHFdXV0yYMAHr1q3DH3/8gZMnT2LFihUYM2YMeLyWv4PvvPMO9u3fj7VBwToDzpGGBiT+eQlHGhq0HhsrEmFtUDD27d+Pd955x6j3RIgzoJkcYnNSqbSl0lhhgc5KY7LyU2iSHm+ZcUlcYJUZl+LiYowYMQL+kxdbVPyg8fwR3Ni9AsXFxTYtEGBLRUVFiImJgX+iPwL/YngNd1sVX1WgJq8GBQUFiI6OtuEICSHEvjIzMyGRSAwGHJZlUVrJICKQq/fx9jM6+mZx/Pz8WpehTZgwQaOnji75+fl4+qmnMEYgwNqgYI2GoOqZGncPDzTevq0106NgGLxWcR1H5XJ8u28f9cUhXRrN5BCHoq40VlxcjNnTp2Igvw4Nh7ehZt/naDi8DbyKM3D18ofvE/OtNuOyZcsWCLz84RY62qKxuw0cDYGXH7Kysiw6jj1FR0dj1apVuLH3Biq+quhwRodlWFR8VYHqvdVYuXIlBRxCiFNjWRbLli5Bb08uPnlMf8B5ZZ8cwzMa8Op+OXTdH+ZwOPj0cQF6e3KxbOkSsCyrMYsTHh6Ot99+G0eOHEFFRQW2bNmC559/vsOAAwDx8fH47549OCqX47WK61AwDADNpWh/XLqE+Mcfx7zr11pndNoGnP/u2UMBh3QrNJND7IZhGPzyyy82mXEZHhkFqdIbfgmvWzzO6rw1GMivwy/FP1t8LHthWRZr1qzBokWLIAoRwTPOEz3H9NQoRqBqUuHW0VuoP1SPhvIGrFq1CgsWLKBeCoQQp5efn4/EhKcR3ZvF7ikCCF3u/d5rO0MjFouRk5Ojc8ZH1sxi0k45iq5wsDfvW4SGhmLu3Ll46qmnMHHiRPTt29ficR44cADPTJyIMQIBpnh64bWK6xp7bZqamvD8c88h/+BBrA0Kxs76utaAM2HCBI33RL/bSVdEMzmkS+ByuTabcTl7+jT4Afr7B5iCH9AfZ06dssqx7IXD4WDhwoUoLCzEo5GPojK7EtIFUvz50Z/4c82f+POjPyFdIEVldiUejXwUhYWFWLhwIf0RJIR0C/Hx8dib9y2KrnAwaaccsuaW+7/tl6BlZ2dj/fr1WHdcoTGj0z7gxMfHo0+fPvj222+RmppqlYADABMmTGid0fnb1SsaASc/Px/9+t6PhMRExD/+OP529YrOgJOZmYngoEDk5+dbZUyEOCqaySF2ZYsZl+ITx8Hj8eD71CvoETGh4xd24E7pAdTs+xwqlarTS0DbSnl5ObKysiCVSlFfXw9PT0+EhoYiJSWFigwQQrqttjM6u14Q4M2DuqumtS1S8MljAkz+UjPgdMY48/Ly8OGHH7YGnMSEp+HLV+JKPYO0tDRcvHgRCQkJGuNRj7u3Jxc1CtdOGy8h1mJKNqCQQ+xKIBBCNO5FeI581uJj1Z/YjYbD2yCXy2x2XEIIIc6tfWDQVRYacJzA0FWCGSHWQMvVSJfAMAwUCjm4AjerHI8rcIdCIQfDMBg0ZAgUVRetclxF1UUMDg+3yrEIIcQRGXu/04Hvi1qNeumaUuirN+AAgEQiQUZGBpRCX4cIOLunCODmqrucdfvy2G6uHOyeIkB0bxaJCU/T0jXilCjkELvhcrng8wVg5E1WOR4jbwSfLwCXy8X4R8aiufw3vX15jMUyKjSXl2Lc2DFWGSMhhDia/Px8BAcFavV3aa877eWIj4/H9YpKvQFHbc6cObheUekQAUddLKF93x6xWKyz/4/QhYIOcW4UcojFmLulLM1hqxmXlJQUyOuq0SQ9ZtExm8qOQV5XjZSUFGsMkRBCHIr6QtlVVqOzkaVaRkYGJBIJXGU13eaC2JRmoJ2NZVkkJ02FL1+JXS9oVoNTj0kddHJzc/X2/xG6cLDrBQF8+UokJ03tFjN1pPugkENMVlJSgtTUVAyPjIJAIASPx4NAIMTwyCikpqaipKTE6GPZasYlMjIS0TGxqC/MAqMwby8No5ChvigL0TGxXbYRKCGE6NN2JuDCfJHWEie1tkudLswX0Z1/B8DhcLD8/Q9wpZ7BP77T37fn86cE+FUiMtjg9M2DclypZ7D8/Q+ooiZxKhRyiNGkUiliYuMQFRWFDdt2QKr0hmjci/B96hWIxr0IqdIbG7btQFRUFGJi4yCVSjs8pi1nXDZt3AA03kLtgXSwrGmzTSzLoPZAOtB4q+U4hBDiRGgvR9c3Z84cneWs2+JwOBgWxDPY4FRXkQJCnIGLvQdAuobc3FzMmDkLcO8J/8mL4RY6GhwuT+t5LKNCk/QYjhVmIXxoBLI2b0JSUpLe46pnXI4VZkHYNxJcvtDksembcQkNDUXW5k0Qi8UAAO8J84w6PqOQofZAOhrOFCAnJwehoaEmj4kQQhxVR3s5gJZN9YWFhTqXOqn3ckzaKUdiwtNUncuOJBIJAGDu3LkAoHfGpj0KOKQ7oBLSpEO5ubmYNm0aRINjzQoK2dnZSE5O1vtcqVSK8KERcB3wMHwSXgeHY/wEI8syuJn3GZS//4RTJ0t1BpK2Ac0zOgVuAw0EtLJjqC/KAhpvdRjQCCGkq2FZFsFBgXCV1eDCfBHcXA3f4de3lwMAmpQswtIaoBT64npFJS11sqP2M26GfhYUcEhXRn1yiNWUlZVhaMQwmwUQte3bt0MsFpsdpHJycgwGEqlUipmzZqOosAACLz+4hESAH9AfXIE7GHkjFFUX0VxeCnldNWJi47BxQybN4BBCnFJmZiYkEonBC2KWZVFaySAikEtLnboIsViM3Nxc/CoRYViQ9o08td8qVBie0QCxWIzs7OxOHCEhlqOQQ6wmJjYOx09egP9Ln5u9lKxqaypGD30AhQWHDD63M2ZcSkpKkJWVhcNHjuLMqVNQKOTg8wUYHB6OcWPHICUlhYoMEEKcnil3/tujgON4aCaHdBcUcohVFBcXY8SIEfCfvBjuYWPNPk7j+SO4sXsFiouLOwwQnT3jwjAMuFyqv0EI6X7MCTp0gex46OdIuhNTsgEVHiB6bdmyBQIvf7iFjrboOG4DR0Pg5YesrKwOQ05oaCgKCw5pzrgc3qY54zJ9qtVmXCjgEEK6K1M3rdOFseMxd0aufZEJAPTzJE6HQg7R64cfj8AlJELnkjFTcLg8uIRE4PCRo0a/JjIyUiPE0IwLIYRYn0QiQVFREdbl5mLmQ64G93KUVjJIO6GAWCymC2IHkJmZ2WHAMbS3ioIOcXZ01Uj0Onv6NPgB/a1yLH5Af5w5dcrs11PAIYQQ68vIyGgtEx0RaPj3bEQgF/NH8pGTk6PVMJR0LpZlsWzpEvT25OKTx/QHnFf2yTE8o8FgH51PHxegtycXy5Yu0fkcQroqunIkOjEMA4VCDq7AzSrH4wrcoVDIwTCmNeUkhBBiG6YudVLf+W/fMJR0Pg6Hg9ztO1CjcMXkL+WQNWuGk7ZLC8Visd6GobJmFpO/lKNG4Yrc7TuoDDhxKrRcjejE5XLB5wvAyJuscjxG3gg+X+CwMzKXL1/Gli1bUFZWhtu3b8PDwwMDBw7Eyy+/jD59+th7eIQQYlW0l8Ox5efnIy8vDx9++CGEQu3KpjKZDHl5eXj/gw+xdMk7mLRT3trYVdfeqfHjx2vtvZI1s5i0U46iKxxq6Eo0sCxrdAELRw7GjnnFSRzCoCFDoKi6aJVjKaouYnB4uFWOZU2HDh3CM88+g379+uGDjz/ANye+Qf6lfHxz4ht88PEH6NevH5559hkUFRXZe6iEEGIVxu7l+K1CpXeJE83otNi4cSPS09Nx+fJlqx3zwIEDePqpp7BmzRo8N3kyZDKZxuMymQzPTZ6MNWvW4J3Fi/HP95aj6AoHk3bK0aTUXRxCIpFg/fr1rTM6TUoKOES3/Px8BAcFdvjvOjMzE8FBgcjPz++kkZmOSkgTvVJTU7Fh2w4EztlkUfEBllGhMnMmZk+finXr1llxhKZTV20rOvwjTp8shUqlgiBYAN/HfeE1xgs8t3vvU9WkQt3ROtQV1KHhcgNWrVqFBQsWOPRdC0IIMYRlWQQHBcJVVoML80VwczXc6NNQEGpSsghLa4BS6IvrFZXd8nfj2bNnMWTIELAsi4iICEycOBGJiYkYNWqUWSsXDhw4gGcmTsQYgQBTPL3wWsV1xD/+OL7etQtCobA14OQfPIi1QcHYWV+Ho3I5lr//Pv757jL48pW4Us/orX6nnsHr7clFjcKVAg7RkJ+fj8SEpx36c2RKNqCZHKJXSkoK5HXVaJIes+g4TWXHIK+rRkpKipVGZjqpVIqY2DhERUVhw7YdOFdxGyqVCv6J/gj9MBQ+8T4aAQcAeG48+MT7oO8/+8I/0R+LFi3CmjVr7PQOCCHEcrSXQ5Ox93n1PW/QoEGYOnUqAKC0tBQffvghxowZg+DgYMyYMQO7du3CnTt3jDpH24CzNigYMT16ID24F/IPHsRzkyejrq6uNeCkB/dCTI8eWBsUjDECAZYtXYp/vrccSqGvwfLeEokEGRkZUAp9KeAQDeqAE92bxYX5Ir0ztW2Xul6YL0J0bxaJCU875IwOzeQQg2Ji43Ds5HkEvLQOXL72uuCOMAoZqramYvTQB1BYcMgGI+xYbm4uZsycBbj3hGdMCjgCEap2vAP/RH8E/iXQ6ONUfFWB6r3VKCwsRHR0tA1HTAghttX2gsbQXg5de3ecZS9Hfn4+kpOmYvn7HxjcV5SZmYllS5cgd/sOne+17WyOLnw+H3FxcZg4cSImTpyoc59nfn4+nn7qqdaAw28zC3SkoQHzrl+Du4cHGm/fRnpwL4wViVofVzAMXqu4jqNyOfK+/RaPPvpoh+/d0fdSkM7VlX4f0EwOsZpNGzcAjbdQeyAdLGtaZTSWZVB7IB1ovNVyHDvIzc3FtGnT4DrgYQS8tA7uYWNxu/gbCO5zR8DzASYdK/C5QIhCRFi9ZrWNRksIIZ0jPj4ee/O+7bZ7OdQXda6yGoP7ijIyMiCRSOAqq9F7t7rtbI4uCoUC//vf/zB//nzcf//9GDZsGJYsWYKffvqpteJoXl4e5AoFpnh6aQQcABgrEiE9uBe8ZTKtgAMAfC4XUzy9IFco8O233xr1/ingEDVdAQfQ3nsnFot17uUTunCwe4rAIWd0aCaHdGj79u0Qi8UQDY6F94R5Rs3oMAoZag+ko+FMAXJycpCUlNQJI9VUVlaGoRHD4DrgYfgkvA4Oh4vm+ipcXT8TvaYHwyfex+Rj1uTXoGJbBT799FP4+Jj+ekIIcSRnz57F/61dix4uKtTKWLz44ouIiYnRel5BQQG2bdsGbyEHd5p5ePW11zBo0CA7jNhy6vcc5sNi/khX/L/TSuRfUmm9d/V7frQfD38Z7Iq0E0pcuMnR+d7Pnz+PTz/91OSxBAQEICEhAU888QQ2b9yIwkOHdAYZQ9QzPW337hBijK64R8+UbEAhhxhFY8lXdArcBo7WWYyAZVRoKjuG+qIsoPEWsjZvskvAAVqW2h0/eQH+L33eGsxu/bgdt3/eiQc+G6i1B8cYqiYVzr16DqzCYf/ZEEII6YJcXV3R08sLdTdv4l+97jMq6FDAIZbKzMyERCLpsNpiaSWDiECuwcaz7WeCbcGUbEB9cohRkpOTMWrUKMycNRtFu1dA4OUHl5AI8AP6gytwByNvhKLqIprLSyGvq0ZMbBw2bshEaGioXcZbXFyMosIC+E9erDHz1Fx7DcIQoVkBB2gpRiAMEaLpd+v0DyKEEEIAQKlU4kZ1NTgA/nalHF/0DjEYdCjgEGuYM2cOWJbV6qPUFofDwbAg3ddNnRlwTEUhhxgtNDQUhQWHWsswHz5yFGcOb4NCIQefL8Dg8HCMmz4VKSkpiIyMtOtYt2zZAoGXP9xCR2t8nVE0gedm2RQqz938ctqEEEKIISwAJYD3Kyuwr/8Avc9bUX0D7h4e2L5jBwUcYhF1Y19DQUcXRw44AIUcYobIyEiNEMMwjFn9AGzphx+PwCUkQmtJHZfvBqbJsqVmqkaVRa8nhBBC9OEC4HE4WBoYZPB5i/38Me/6NSRNnUozOcRipgYdRw84AFVXI1bgaAEHAM6ePg1+QH+tr7t494KsXAZVk3lBRdWkgqxc1vETCSGEECOJRCI888wziAgPhyuPhy/u693hnhx11TV1Hx2ZjP42EctIJBIkJydj3XEFSisNV9QtrWRa+2k5YsABaCaHOCGGYaBQyOEhcNN6rMfQR1H3Yy7qjtaZVV3t1tFb4DRzcPbcWfTu3dsawyWEENKJNm3ahFdffRVzo1yx8nHjl+UsOiBHRokSn3/+OWbMmKHx+K5duzB9+nSTxtGnT5/W3jkPP/wwkqZOxfmzZ02qrqYOOvPuBh2a0SGWyMjIQG5uLlJH8RERaPgGdkQgF/NH8pGWk4Po6GiHDDoUcojT4XK54PMFYOTaxQFcPAPgFjoSNd+fgnesNzhc4/fnsAyL+kP1SJyYiAceeMCaQyaEkE5nbENIZ2sc+corr0AgEGDu3Llw5XGMXJajQEaJUueyHIZhsHLlyg7Py+FwMHr0aEycOBGJiYkYOnRo63kXLlyIffv3653BOdLQgBXVN7DYz1/r8bEiEdYGBeNv+/fjnXfewerV1MuNmE5Xo09D1H10gHtL3Rwt6DjeOiNCrGDQkCFQVF3U+ZjnyOcgv9qIqq+rTDpm5deVaLzSiIULFlpjiEZRN4ojhBBrys/PR3BQoN4mmGqZmZkIDgp0qAZ/1mDNZTm7d+9GaWmpzteKRCI899xz2Lx5M65fv46jR49i8eLFiIiI0LiITEhIgIDPx876Oija/d5XV1GrFQox7/o1HGlo0HhcwTDYWV8HAZ+PhIQEY78FhLQyNeCotW8Y2tHvk85GIYc4pfGPjEVz+W9gGe29N8KQcHjHzcCNvTdQ8VUFWMZwIQKWYVHxVQWq91Zj5cqViI6OttWwUVJSgtTUVAyPjIJAIASPx4NAIMTwyCikpqaipKTEZucmhHQP6g7nrrIagxcmGRkZkEgkcJXVOFwnc0uZsywnJydH63vFMAzee+89ja/16dMH8+bNw/79+1FTU4P//Oc/SElJQWBgoN5zxMfH47979uCoXI7XKq63Bp22ZaL/uHQJ8Y8/rhF0FAyD1yqu46hcjv/u2YP4+Hhzvh2kG8vMzOww4LAsi98qVNDVWtORgw41AyVOqaSkBFFRUfCfvBjuYWO1HmdZFrdP7ELtoc0Q3OcGn0d7oueYnhr9c1RNKtw6egs1B2uguK7AqlWrsGDBApss25BKpS09iAoL7vYgGna3B5EbGHnT3R5Ev0FeV43omFhs2rjBbj2ICCFdlzrgRPdmsesFAd48qLs6Uts7u588JsDkL+UousLB3rxvu/yFtDl3rfVVkvr666/xl7/8Re8yNFMdOHAAz0yciDECAaZ4euG1iusafXBkMhmemzwZ+QcPYm1QMHbW17UGnAkTJph1TtJ9sSyL4KBAuMpqcGG+CG6uhht9Gvo306RkEZbWAKXQF9crKm22xNWUbEAhhzitmNg4HDt5HgEvrdNoCNqWrPwU6k/sQpP0OLiClkafXCEHjIyFrFwGRtYMXz9ffP2fr202g5Obm4sZM2cB7j3hGZMCt9DRWqWvAYBlVGiSHkN9YRbQeAtZmzchKSnJJmMihDiftgFn9xQBhC4cnRfvukKArJnFpJ32DzqW7iMyd1mO+pjtv1dHjhzBgAEDDM7SmEoddOQKBZ568kmtYgLqoLNv/34I+HwKOMQiun4vqLX9zIvFYuTk5Oj8t9OZvx8o5BCCltmR8KERcB3wMHwSXgeHo39JQnP9Ddw5+R2aa6+BUTSBw3dDc9UfQP11nD51ymazJrm5uZg2bRpEg2PhPWGe3jDWFqOQofZAOhrOFCA7OxvJyck2GRshxHkYeyGTnJzcuozLnhcy+t5DctJULH//A4MbnDMzM7Fs6RLkbt+hMcbMzExIJJIOl+WUVjKICOTqfbwzeoPk5+cjLy8PH374oc5qaTKZDO+88w4SEhK6/Mwasb+udAOEQg4hd23fvh1isdjsEJGTk2Oz2ZKysjIMjRhmVAhrj2UZ3Mz7DMrff8Kpk6W0dI0QoldXXJLSnvoizJevxJV6Rm/AUF+E9fbkokbh2nrR5QzfA0JsqassZTUlG1DhAeLUkpKSkJ2dDeXvP6Fqayoazx/RWYwAaFkO1nj+CKq2pkL5+082DTgAMGv2HHDcveE9YZ5JAQcAOBwuvCfMA9x7Yuas2TYaISHEGXA4HCx//wNcqWfwj+/kBjcP/yoRGZzlePOgHFfqGSx//4NODzjRvVlcmC/Su8G57cXXhfkiRPdmWwsmcDgc5G7fgRqFKyZ/KYesWfN70H5ZzrrjCry6X/t7JWtmMflLOWoUrsjdvoMCDnEa8fHx2Jv3LYqucBCW1qB3tlIikWD9+vVYd1yBsLQGuy9hNYRmcki3oL2xP+Luxn53MPLGuxv7SyGvq0ZMbBw2bsi06exIcXExRowYobcwgrEazx/Bjd0rUFxcjMjISCuOkBDibKy9H6UzWHsZTVdalkOIPVi6LNTWaLkaIXqUlJQgKysLh48cxZlTp6BQyMHnCzA4PBzjxo5BSkpKp4SF1NRUbNi2E4FzNuosMmAsllGhMnMmZk+finXr1llxhIQQZ2TNymK2Zqt9RF1lWQ4h9uLIjYIp5BBiJIZhwOV2/qrN4ZFRkCq94ZfwusXHqs5bg4H8OvxS/LMVRkYIcXamBB17BRxb76GxdI8PIcQ+aE8OIUayR8ABgLOnT4Mf0N8qx+IH9MeZU6escixCiPmMvWdo73uLEokEycnJWHdcgdJKxuBzSyuZ1n0qnRVwANvvI1LvP1AKfQ2GN4lEgoyMDCiFvhRwCOliKOQQ0skYhoFCIQdX4GaV43EF7lAo5GAYwxcrhBDbyc/PR3BQYIfdvjMzMxEcFIj8/PxOGpm2jIyM1uVdEYGGLwMiArmYP5KPnJycTu9kPmfOnNYNzrqKAAAtQWdYEM+scs/x8fG4XlHZYXibM2cOrldUUsAhpItxsfcACOluuFwu+HwBGHmTVY7HyBvB5wvsNitFSHfXdumTRCIBgA6XPiUmPG2XmQFT9+SoZ0sAGHxvtqI+59y5cwHA6vuIjN1PQFXUCOl66KqIEDsYNGQIFFUXrXIsRdVFDA4Pt8qxCCGmsUZ5485ibnU1ddDR995srW3JWn0zOm3Zax8RIcSxUMghxA7GPzIWzeW/6e3ZYyyWUaG5vBTjxo6x0sgIIcZqX/3LzVV3GGgfLtxcOdg9RdCpQSczM7PDgMOyLH6rUBnc/2LPoOPo+4gIIY6FQg4hdpCSkgJ5XTWapMcsOk5T2THI66qRkpJipZERQoyhr7xx+zAgFot1hguhS+cFHZZlsWzpEvT25OKTx/QHnFf2yTE8o8Hg/pdPHxegtycXy5Yu6dQCCl1lHxEhxHFQyCFdXlfccB8ZGYnomFjUF2aBUcjMOgajkKG+KAvRMbHUCJSQTsSyLJKTpsKXr8SuFzT7twCaQUdf/xagJejsekEAX74SyUlTbRYaOBwOcrfvQI3CFZO/lEPWrHmetsu7xGKx3mVhsmYWk7+Uo0bhitztOzptn4q5+4jsNetECHEMFHJIl1NSUoLU1FQMj4yCQCAEj8eDQCDE8MgopKamoqSkxN5DNMqmjRuAxluoPZAOljUtqLEsg9oD6UDjrZbjEEI6ja3LG9uCumRy0RUOJu28F3Ta71/Jzs7Wuf9FV1PNztBV9xERQuyPQg7pMqRSKWJi4xAVFYUN23ZAqvSGaNyL8H3qFYjGvQip0hsbtu1AVFQUYmLjIJVK7T1kg0JDQ5G1eRMazhTgZt5nRs/oMAoZbuZ9hoYzBcjavAmhoaE2HikhpD1blze2hfZBp0mpewztN/o3Ke0TcLr6PiJCiH1xWHt3JTPAlK6mxLnl5uZixsxZgHtPeMakwC10NDhcntbzWEaFJukx1BdmAY23kLV5E5KSkuwwYuNpvLfoFLgNNPDeyo6hvqjrvDdCnJ05Mw32rv7VtuT1lXpG7xjalryuUbh2asBhWRbBQYFwldXgwnwR3FwNB0VD3/8mJYuwtAYohb64XlFJ5aAJ6cJMyQbUJ4c4vNzcXEybNg2iwbHwnjAPXL5Q73M5XB7cw8ZC2DcStQfSIRaLW9bPJycDaNm/42j9ZJKTkzFq1CjMnDUbRbtXQODlB5eQCPAD+oMrcAcjb4Si6iKay0shr6tGTGwcNm7IpBkcQhyAqX1c7B1wgHszOslJU5Gx8gO9Y5BIJOBwOFi2dAn27trRqT191PuIEhOexuQv5RrFHQAd+4hycgBof//b7iPau6vz9hERQuyPZnKIQysrK8PQiGFwHfAwfBJeB4djfEBhWQY3vloO+Z+/4IEHHsTvUikUCjn4fAEGDRmC8Y+MRUpKikNt2i8pKUFWVhYOHzmKM6dOtY53cHg4xo0d43DjJYS0EIvFyM3Nxa8SEYYFac/Eqv1WocLwjAaIxWJkZ2d34gi1sSxr9MyTvcKBrip2uoKirhk1e+0jIoTYjinZgEIOcWgxsXE4fvIC/F/63OAMTnvK2muo2Z8G+eVScEU94dYv6u7MiBsYedPdmZHfIK+rRnRMLDZt3OCQMyOOOPNECNFkypI1R5jJ6WraBp1dLwjw5kHd37+2P4dPHhNg8pcUcAhxNhRyiFMoLi7GiBEj4D95MdzDxhr9uoYzBajZtw68Ht7wjpvhVPt3CCGOpSvuyemKusI+IkKI7ZmSDegWMXFYW7ZsgcDLH26ho41+TcOZAlTvWQ33B8YiOCUN7mFjdQYc4N7+nYCX1sF1wMOty00IIcQYVN6486j3ESmFvgaDoUQiQUZGBpRCXwo4hHRzNJNDHNbwyChIld7wS3jdqOcrb17F9axX4P7AWPiasX/nZt5nUP7+E06dLHXIpWuEEMeRmZkJiUTSYXnj0koGEYFchykj3dV1hX1EhBDboZkc4hTOnj4NfkB/o59f87908Hr4wGfCPJMCDgBwOFx4T5gHuPfEzFmzTR0qIaQbYVkWy5YuQW9PLj55TH/AeWWfHMMzGgz20fn0cQF6e3KxbOkSnc8hmkyZLSOEdG8UcohDYhgGCoUcXIGbUc+XV0ghv1wK77gUkwoUtMXlC+EZnYKiwgKUlJSYdQxCiPNTlzeuUbhi8pdyyJo1w4lWeWM9DUPbljfO3U7ljQkhxJoo5BCHxOVywecLwMibjHp+w8nvwPPwM2n/ji5uA0dD4OWHrKwsi45DCHFu6j0iRVc4mLTzXtBpvwQtOzsb69ev1wo6VN6YEEJsi0IOcViDhgyBouqiUc+VXzsH4f3D9BYZMBaHy4NLSAQOHzlq0XEIIc6vfdBpUureYyORSDSCTpOSAg4hhNgahRzisMY/MhbN5b+BZVQdPldx40+T9u8Ywg/ojzOnTlnlWIQQ59Y26ISlNegtItA26ISlNVDAIYQQG6OQQxxWSkoK5HXVaJIeM/g8lmUAldLo/Tsd4QrcoVDIwTCMVY5HCHFuVN6YEEIcj4u9B0CIPpGRkYiOicWxwiwI+0bqLSjA4XABnqvR+3c6wsgbwecLwOXSPQBCiHHi4+NxvaKyw+IBc+bMwezZs6nIACGE2BhdxRGHtmnjBqDxFmoPpLfM2OjB97/f6P07HVFUXcTg8HCrHIsQ0n1QeWNCCHEcFHKIQwsNDUXW5k1oOFOAm3mfgVHIdD5P0OtByC79atT+HUNYRoXm8lKMGzvGouMQQgghhBD7sUnIuXTpEmbOnIl+/frBzc0NAwYMwLvvvguFQmGL0xEnl5SUhOzsbCh//wlVW1PReP6IVpgRDX0Mqjs1He7f6UhT2THI66qRkpJi0XEIIYQQQoj92GRPzrlz58AwDDIyMhAaGopTp05h9uzZaGhowKpVq2xxSuLkkpOTMWrUKMycNRtFu1dA4OUHl5AI8AP6gytwByNvBK+HD25+v8Hg/h1DGIUM9UVZiI6JRWRkpA3eBSGEEEII6Qwctn0LZhtZuXIlvvjiC1y8qH/fhFwuh1wub/3f9fX1CAkJQV1dHTw9PTtjmKQLKCkpQVZWFg4fOYozp05BoZCDzxdgQGgoLlw4D7cHxsMn4fWWggRGYlkGN/M+g/L3n3DqZClCQ0Nt+A4IIYQQQoip6uvr4eXlZVQ26LTqanV1dfDx8TH4nI8++gjvvfdeJ42IdFWRkZEaMy0Mw7RWQtu+fTvEYjEAwHvCPKNmdBiFDLUH0tFwpgA5OTkUcAghhBBCurhOmcmRSqWIiorCqlWrMHv2bL3Po5kcYg25ubmYMXMW4N4TntEpcBs4GhwuT+t5LKNCU9kx1BdlAY23kLV5E5KSkuwwYkIIIYQQ0hFTZnJMCjlvvfUWPvnkE4PPOXv2LB588MHW/3316lXExMQgNjYWGzduNPZUAEx7I4S0JZVKW/bvFBbo3L+jqLqI5vJSyOuqERMbh40bMmkGhxBCCCHEgdks5Ny4cQM1NTUGn9O/f3/w+XwAwLVr1xAbG4uHH34YW7ZsMbm5IoUcYil9+3cGh4dj3NgxSElJoSIDhBBCCCFdgM1CjimuXr2KuLg4REVFITs7Gzye9nKhjlDIIdbWdv8OIYQQQgjpOuxeeODq1auIjY3F/fffj1WrVuHGjRutjwUFBdnilIQYhQIOIYQQQojzs0nIOXjwIKRSKaRSKXr37q3xWCdVrCaEEEIIIYR0Uza5rf3yyy+DZVmd/xFCCCGEEEKIUYeOWgAABtlJREFULdHaHUIIIYQQQohToZBDCCGEEEIIcSoUcgghhBBCCCFOhUIOIYQQQgghxKlQyCGEEEIIIYQ4FQo5hBBCCCGEEKdCIYcQQgghhBDiVCjkEEIIIYQQQpwKhRxCCCGEEEKIU6GQQwghhBBCCHEqFHIIIYQQQgghToVCDiGEEEIIIcSpuNh7AIawLAsAqK+vt/NICCGEEEIIIfakzgTqjGCIQ4ec27dvAwBCQkLsPBJCCCGEEEKII7h9+za8vLwMPofDGhOF7IRhGFy7dg0sy6JPnz4oLy+Hp6envYdFnFh9fT1CQkLos0Zsjj5rpLPQZ410FvqsEVtjWRa3b99Gr169wOUa3nXj0DM5XC4XvXv3bp2a8vT0pH80pFPQZ410Fvqskc5CnzXSWeizRmypoxkcNSo8QAghhBBCCHEqFHIIIYQQQgghTqVLhByBQIB3330XAoHA3kMhTo4+a6Sz0GeNdBb6rJHOQp814kgcuvAAIYQQQgghhJiqS8zkEEIIIYQQQoixKOQQQgghhBBCnAqFHEIIIYQQQohToZBDCCGEEEIIcSoUcgghhBBCCCFOpUuFnEuXLmHmzJno168f3NzcMGDAALz77rtQKBT2HhpxAunp6ejbty+EQiFGjx6N48eP23tIxAl99NFHGDlyJDw8PBAQEIBJkybh/Pnz9h4WcXIff/wxOBwOXnvtNXsPhTipq1evYtq0afD19YWbmxuGDh2Kn3/+2d7DIt1Ylwo5586dA8MwyMjIwOnTp/HZZ59h/fr1WLx4sb2HRrq4nTt3YsGCBXj33XdRUlKCYcOG4YknnkBVVZW9h0acTGFhIebNm4effvoJBw8ehFKpxIQJE9DQ0GDvoREndeLECWRkZCAiIsLeQyFOqra2Fo888ghcXV2xb98+nDlzBqtXr4a3t7e9h0a6sS7fJ2flypX44osvcPHiRXsPhXRho0ePxsiRI5GWlgYAYBgGISEhSE1NxVtvvWXn0RFnduPGDQQEBKCwsBDR0dH2Hg5xMnfu3EFkZCT+9a9/4YMPPsDw4cOxdu1aew+LOJm33noLP/74I3744Qd7D4WQVl1qJkeXuro6+Pj42HsYpAtTKBQoLi7GY4891vo1LpeLxx57DEePHrXjyEh3UFdXBwD0e4zYxLx585CQkKDx+40Qa/vvf/+LESNG4K9//SsCAgLw0EMPYcOGDfYeFunmunTIkUqlWLduHSQSib2HQrqw6upqqFQqBAYGanw9MDAQFRUVdhoV6Q4YhsFrr72GRx55BOHh4fYeDnEyO3bsQElJCT766CN7D4U4uYsXL+KLL77AwIED8b///Q9/+9vf8Morr2Dr1q32Hhrpxhwi5Lz11lvgcDgG/zt37pzGa65evYonn3wSf/3rXzF79mw7jZwQQsw3b948nDp1Cjt27LD3UIiTKS8vx6uvvoqcnBwIhUJ7D4c4OYZhEBkZiRUrVuChhx7CnDlzMHv2bKxfv97eQyPdmIu9BwAACxcuxMsvv2zwOf3792/9/69du4a4uDiMHTsWmZmZNh4dcXZ+fn7g8XiorKzU+HplZSWCgoLsNCri7ObPn4+9e/eiqKgIvXv3tvdwiJMpLi5GVVUVIiMjW7+mUqlQVFSEtLQ0yOVy8Hg8O46QOJPg4GAMHjxY42uDBg3Cf/7zHzuNiBAHCTn+/v7w9/c36rlXr15FXFwcoqKikJWVBS7XISajSBfG5/MRFRWF77//HpMmTQLQclfq+++/x/z58+07OOJ0WJZFamoqdu3ahYKCAvTr18/eQyJO6NFHH8XJkyc1vpaSkoIHH3wQ//jHPyjgEKt65JFHtErhX7hwAffff7+dRkSIg4QcY129ehWxsbG4//77sWrVKty4caP1MbrjTiyxYMECvPTSSxgxYgRGjRqFtWvXoqGhASkpKfYeGnEy8+bNQ25uLr755ht4eHi07vvy8vKCm5ubnUdHnIWHh4fWPi+RSARfX1/a/0Ws7vXXX8fYsWOxYsUKvPDCCzh+/DgyMzNptQ2xqy4Vcg4ePAipVAqpVKq1vKOLV8ImdjZlyhTcuHEDy5YtQ0VFBYYPH479+/drFSMgxFJffPEFACA2Nlbj61lZWR0u2yWEEEc0cuRI7Nq1C2+//TaWL1+Ofv36Ye3atRCLxfYeGunGunyfHEIIIYQQQghpiza0EEIIIYQQQpwKhRxCCCGEEEKIU6GQQwghhBBCCHEqFHIIIYQQQgghToVCDiGEEEIIIcSpUMghhBBCCCGEOBUKOYQQQgghhBCnQiGHEEIIIYQQ4lQo5BBCCCGEEEKcCoUcQgghhBBCiFOhkEMIIYQQQghxKv8f+c+bq/fTS+QAAAAASUVORK5CYII=", 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", 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" ] @@ -487,9 +473,9 @@ "provenance": [] }, "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "ott", "language": "python", - "name": "python3" + "name": "ott" }, "language_info": { "codemirror_mode": { @@ -501,7 +487,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.8" + "version": "3.10.6" } }, "nbformat": 4, diff --git a/src/ott/geometry/__init__.py b/src/ott/geometry/__init__.py index 32d9d96b5..6a0cd2fb4 100644 --- a/src/ott/geometry/__init__.py +++ b/src/ott/geometry/__init__.py @@ -20,5 +20,6 @@ graph, grid, pointcloud, + regularizers, segment, ) diff --git a/src/ott/geometry/costs.py b/src/ott/geometry/costs.py index ca05b2fdd..85a8b1429 100644 --- a/src/ott/geometry/costs.py +++ b/src/ott/geometry/costs.py @@ -18,9 +18,11 @@ import jax import jax.numpy as jnp +import jax.tree_util as jtu import jaxopt import numpy as np +from ott.geometry import regularizers from ott.math import fixed_point_loop, matrix_square_root from ott.math import utils as mu @@ -29,19 +31,18 @@ "SqPNorm", "Euclidean", "SqEuclidean", + "RegTICost", "Cosine", "Arccos", - "ElasticL1", - "ElasticL2", - "ElasticSTVS", - "ElasticSqKOverlap", "Bures", "UnbalancedBures", "SoftDTW", ] +Func = Callable[[jnp.ndarray], float] -@jax.tree_util.register_pytree_node_class + +@jtu.register_pytree_node_class class CostFn(abc.ABC): """Base class for all costs. @@ -168,7 +169,7 @@ def tree_unflatten(cls, aux_data, children): # noqa: D102 return cls(*children) -@jax.tree_util.register_pytree_node_class +@jtu.register_pytree_node_class class TICost(CostFn): """Base class for translation invariant (TI) costs. @@ -205,10 +206,11 @@ def pairwise(self, x: jnp.ndarray, y: jnp.ndarray) -> float: def h_transform( self, - f: Callable[[jnp.ndarray], float], + f: Func, ridge: float = 1e-8, - **kwargs: Any - ) -> Callable[[jnp.ndarray], float]: + solver: Optional[Callable[[Func, jnp.ndarray, jnp.ndarray, Any], + jnp.ndarray]] = None, + ) -> Callable[[jnp.ndarray, Optional[jnp.ndarray], Any], float]: r"""Compute the h-transform of a concave function. Return a callable :math:`f_h` defined as: @@ -228,20 +230,45 @@ def h_transform( Args: f: Concave function. ridge: Regularizer to ensure strong convexity of the objective. - kwargs: Keyword arguments for :class:`~jaxopt.LBFGS`. + solver: Solver with the signature ``(func, x, x_init, **kwargs) -> sol``. + If :obj:`None`, use an :class:`~jaxopt.LBFGS` wrapper. Returns: - The h-transform of ``f``. + The h-transform :math:`f_h` of :math:`f`. """ + def lbfgs( + fun: Func, x: jnp.ndarray, x_init: jnp.ndarray, **kwargs: Any + ) -> jnp.ndarray: + solver = jaxopt.LBFGS(fun=fun, **kwargs) + return solver.run(x_init, x=x).params + def fun(z: jnp.ndarray, x: jnp.ndarray) -> float: return self.h(z) + ridge * jnp.sum(z ** 2) - f(x - z) - def f_h(x: jnp.ndarray) -> float: - solver = jaxopt.LBFGS(fun=fun, **kwargs) - solver = solver.run(x, x=x) - sol = jax.lax.stop_gradient(solver.params) - return fun(sol, x) + def f_h( + x: jnp.ndarray, + x_init: Optional[jnp.ndarray] = None, + **kwargs: Any + ) -> float: + """h-transform of a concave function. + + Args: + x: Array of shape ``[d,]`` where to evaluate the function. + x_init: Initial estimate. If :obj:`None`, use ``x``. + kwargs: Keyword arguments for the solver. + + Returns: + The output :math:`f_h(x)`. + """ + if x_init is None: + x_init = x + z = solver(fun, x, x_init, **kwargs) + z = jax.lax.stop_gradient(z) + return fun(z, x) + + if solver is None: + solver = lbfgs return f_h @@ -259,7 +286,7 @@ def barycenter(self, weights: jnp.ndarray, return jnp.average(xs, weights=weights, axis=0), None -@jax.tree_util.register_pytree_node_class +@jtu.register_pytree_node_class class SqPNorm(TICost): r"""Squared p-norm of the difference of two vectors. @@ -294,12 +321,12 @@ def tree_unflatten(cls, aux_data, children): # noqa: D102 return cls(*aux_data) -@jax.tree_util.register_pytree_node_class +@jtu.register_pytree_node_class class PNormP(TICost): - r"""p-norm to the power p (and divided by p) of the difference of two vectors. + r""":math:`p`-norm to the power :math:`p` and divided by :math:`p`. Uses custom implementation of `norm` to avoid `NaN` values when - differentiating the norm of `x-x`. + differentiating the norm of :math:`x-x`. Args: p: Power of the p-norm in :math:`[1, +\infty)`. @@ -327,7 +354,129 @@ def tree_unflatten(cls, aux_data, children): # noqa: D102 return cls(*aux_data) -@jax.tree_util.register_pytree_node_class +@jtu.register_pytree_node_class +class RegTICost(TICost): + r"""Regularized translation-invariant cost. + + .. math:: + \frac{\rho}{2}\|\cdot\|_2^2 + \text{regularizer}(\cdot) + + Args: + regularizer: Regularization function. + rho: Scaling factor. + """ + + def __init__( + self, regularizer: regularizers.ProximalOperator, rho: float = 1.0 + ): + self.regularizer = regularizer + self.rho = rho + self._h = regularizers.Regularization( + regularizer, + a=None, + rho=rho, + ) + + def h(self, z: jnp.ndarray) -> float: # noqa: D102 + return self._h(z) + + def h_legendre(self, z: jnp.ndarray) -> float: # noqa: D102 + """Legendre transform of :func:`h`. + + This function uses :class:`~jax.custom_vjp` to apply Danskin's theorem + :cite:`danskin:67` when differentiating. + + Args: + z: Array of shape ``[d,]``. + + Returns: + The value. + """ + + @jax.custom_vjp + def fn(z: jnp.ndarray) -> float: + out, _ = fwd(z) + return out + + def fwd(z: jnp.ndarray) -> Tuple[float, jnp.ndarray]: + q = self.regularizer.prox(z) + return jnp.dot(q, z) - self.h(q), q + + def bwd(q: jnp.ndarray, g: jnp.ndarray) -> Tuple[jnp.ndarray]: + return jnp.dot(g, q), + + fn.defvjp(fwd, bwd) + return fn(z) + + def h_transform( + self, + f: Func, + ) -> Callable[[jnp.ndarray, Optional[jnp.ndarray], Any], float]: + r"""Compute the h-transform of a concave function. + + Return a callable :math:`f_h` defined as: + + .. math:: + f_h(x) = \min_y h(x - y) - f(y) + + This is equivalent, up to a change of variables, :math:`z = x - y`, to + define + + .. math:: + \min_z h(z) - f(x - z). \\ + \min_z h(z) + \tilde{f}(z, x). + + where :math:`\tilde{f}(z, x) := -f(x - z)`. + + By contrast to the :meth:`TICost.h_transform `, this is + exploiting the structure of :meth:`h` and requires having access to its + proximal operator :math:`\prox_{\tau h}(x)`. Under the hood, this is + solved using :class:`proximal gradient descent `. + + Args: + f: Concave function. + + Returns: + The h-transform :math:`f_h` of :math:`f`. + """ + + def f_h( + x: jnp.ndarray, + x_init: Optional[jnp.ndarray] = None, + **kwargs: Any + ) -> float: + """h-transform of a concave function. + + Args: + x: Array of shape ``[d,]`` where to evaluate the function. + x_init: Initial estimate. If :obj:`None`, use ``x``. + kwargs: Keyword arguments for :class:`~jaxopt.ProximalGradient`. + + Returns: + The output :math:`f_h(x)`. + """ + solver = jaxopt.ProximalGradient( + fun=lambda z, x: -f(x - z), + prox=lambda x, h, tau: h.prox(x, tau), + **kwargs, + ) + if x_init is None: + x_init = x + z = solver.run(x_init, self._h, x=x).params + z = jax.lax.stop_gradient(z) + return self.h(z) - f(x - z) + + return f_h + + def tree_flatten(self): # noqa: D102 + return (self.regularizer, self.rho), {} + + @classmethod + def tree_unflatten(cls, aux_data, children): # noqa: D102 + return cls(*children, **aux_data) + + +@jtu.register_pytree_node_class class Euclidean(CostFn): """Euclidean distance. @@ -347,7 +496,7 @@ def pairwise(self, x: jnp.ndarray, y: jnp.ndarray) -> float: return mu.norm(x - y) -@jax.tree_util.register_pytree_node_class +@jtu.register_pytree_node_class class SqEuclidean(TICost): r"""Squared Euclidean distance. @@ -374,7 +523,7 @@ def barycenter(self, weights: jnp.ndarray, return jnp.average(xs, weights=weights, axis=0), None -@jax.tree_util.register_pytree_node_class +@jtu.register_pytree_node_class class Cosine(CostFn): """Cosine distance cost function. @@ -398,7 +547,7 @@ def _padder(cls, dim: int) -> jnp.ndarray: return jnp.ones((1, dim)) -@jax.tree_util.register_pytree_node_class +@jtu.register_pytree_node_class class Arccos(CostFn): r"""Arc-cosine cost function :cite:`cho:09`. @@ -464,380 +613,7 @@ def tree_unflatten(cls, aux_data, children): # noqa: D102 return cls(**aux_data) -class RegTICost(TICost, abc.ABC): - r"""Base class for regularized translation-invariant costs. - - .. math:: - \frac{1}{2} \|\cdot\|_2^2 + \text{scaling_reg} reg\left(matrix \cdot\right) - - where :func:`reg` is the regularization function. - - Args: - scaling_reg: Strength of the :meth:`regularization `. - matrix: :math:`p \times d` projection matrix in the Stiefel manifold, - namely with **orthonormalized rows**. - orthogonal: Whether to regularize in the orthogonal complement - to promote displacements in the span of ``matrix``. - """ - - def __init__( - self, - scaling_reg: float = 1.0, - matrix: Optional[jnp.ndarray] = None, - orthogonal: bool = False, - ): - super().__init__() - self.scaling_reg = scaling_reg - self.matrix = matrix - self.orthogonal = orthogonal - - @abc.abstractmethod - def _reg(self, z: jnp.ndarray) -> float: - """Regularization function.""" - - def _reg_stiefel_orth(self, z: jnp.ndarray) -> float: - raise NotImplementedError( - "Regularization in the orthogonal " - "subspace is not implemented." - ) - - def reg(self, z: jnp.ndarray) -> float: - """Regularization function. - - Args: - z: Array of shape ``[d,]``. - - Returns: - The regularization value. - """ - if self.matrix is None: - return self._reg(z) - if self.orthogonal: - return self._reg_stiefel_orth(z) - return self._reg(self.matrix @ z) - - def prox_reg(self, z: jnp.ndarray, tau: float = 1.0) -> jnp.ndarray: - """Proximal operator of :meth:`reg`. - - Args: - z: Array of shape ``[d,]``. - tau: Positive weight. - - Returns: - The prox of ``z``. - """ - if self.matrix is None: - return self._prox_reg(z, tau) - if self.orthogonal: - # regularization in the orthogonal subspace - return self._prox_reg_stiefel_orth(z, tau) - return self._prox_reg_stiefel(z, tau) - - def _prox_reg(self, z: jnp.ndarray, tau: float = 1.0) -> jnp.ndarray: - raise NotImplementedError("Proximal operator is not implemented.") - - def _prox_reg_stiefel_orth( - self, z: jnp.ndarray, tau: float = 1.0 - ) -> jnp.ndarray: - - def orth(x: jnp.ndarray) -> jnp.ndarray: - return x - self.matrix.T @ (self.matrix @ x) - - # assumes `matrix` has orthogonal rows - tmp = orth(z) - return z - orth(tmp - self._prox_reg(tmp, tau)) - - def _prox_reg_stiefel(self, z: jnp.ndarray, tau: float) -> jnp.ndarray: - # assumes `matrix` has orthogonal rows - tmp = self.matrix @ z - return z - self.matrix.T @ (tmp - self._prox_reg(tmp, tau)) - - def prox_legendre_reg(self, z: jnp.ndarray, tau: float = 1.0) -> jnp.ndarray: - r"""Proximal operator of the Legendre transform of :meth:`reg`. - - Uses Moreau's decomposition: - - .. math:: - x = \text{prox}_{\tau f} \left(x\right) + - \tau \text{prox}_{\frac{1}{\tau} f^*} \left(\frac{x}{\tau}\right) - - Args: - z: Array of shape ``[d,]``. - tau: Positive weight. - - Returns: - The prox of ``z``. - """ - return z - tau * self.prox_reg(z / tau, 1.0 / tau) - - def h(self, z: jnp.ndarray) -> float: # noqa: D102 - out = 0.5 * jnp.sum(z ** 2) - return out + self.scaling_reg * self.reg(z) - - def h_legendre(self, z: jnp.ndarray) -> float: # noqa: D102 - - @jax.custom_vjp - def fn(z: jnp.ndarray) -> float: - out, _ = fwd(z) - return out - - def fwd(z: jnp.ndarray) -> Tuple[float, jnp.ndarray]: - q = self.prox_reg(z) - return jnp.dot(q, z) - self.h(q), q - - def bwd(q: jnp.ndarray, g: jnp.ndarray) -> Tuple[jnp.ndarray]: - return jnp.dot(g, q), - - fn.defvjp(fwd, bwd) - return fn(z) - - def h_transform(self, f: Callable[[jnp.ndarray], float], - **kwargs: Any) -> Callable[[jnp.ndarray], float]: - r"""Compute the h-transform of a concave function. - - Return a callable :math:`f_h` defined as: - - .. math:: - f_h(x) = \min_y h(x - y) - f(y) - - This is equivalent, up to a change of variables, :math:`z = x - y`, to - define - - .. math:: - \min_z h(z) - f(x - z). \\ - \min_z h(z) + \tilde{f}(z, x). - - where :math:`\tilde{f}(z, x) := -f(x - z)`. - - This is solved using proximal gradient descent, which requires having - access to the prox of :math:`\text{scaling_h} \cdot h` and not only to that - of :meth:`h`. Given the properties of :meth:`h`, the prox is obtained by - rescaling the output of the prox of a suitable scaling of :meth:`prox_reg`. - - Args: - f: Concave function. - kwargs: Keyword arguments for :class:`~jaxopt.ProximalGradient`. - - Returns: - The h-transform of ``f``. - """ - - def minus_f(z: jnp.ndarray, x: jnp.ndarray) -> float: - return -f(x - z) - - def prox( - x: jnp.ndarray, scaling_reg: float, scaling_h: float - ) -> jnp.ndarray: - # https://web.stanford.edu/~boyd/papers/pdf/prox_algs.pdf 2.2. - tmp = 1.0 / (1.0 + scaling_h) - tau = scaling_reg * scaling_h * tmp - return self.prox_reg(x * tmp, tau) - - def f_h(x: jnp.ndarray) -> float: - pg = jaxopt.ProximalGradient(fun=minus_f, prox=prox, **kwargs) - pg_run = pg.run(x, self.scaling_reg, x=x) - pg_sol = jax.lax.stop_gradient(pg_run.params) - return self.h(pg_sol) + minus_f(pg_sol, x) - - return f_h - - def barycenter(self, weights: jnp.ndarray, - xs: jnp.ndarray) -> Tuple[jnp.ndarray, Any]: - """Output barycenter of vectors.""" - return jnp.average(xs, weights=weights, axis=0), None - - def tree_flatten(self): # noqa: D102 - return (self.scaling_reg, self.matrix), {"orthogonal": self.orthogonal} - - @classmethod - def tree_unflatten(cls, aux_data, children): # noqa: D102 - return cls(*children, **aux_data) - - -@jax.tree_util.register_pytree_node_class -class ElasticL1(RegTICost): - r"""Cost inspired by elastic net :cite:`zou:05` regularization. - - .. math:: - \frac{1}{2} \|\cdot\|_2^2 + \text{scaling_reg} \|\text{matrix} \cdot\|_1 - - Args: - scaling_reg: Strength of the :meth:`regularization `. - matrix: :math:`p \times d` projection matrix with **orthogonal rows**. - orthogonal: Whether to regularize in the orthogonal complement - to promote displacements in the span of ``matrix``. - """ - - def _reg(self, z: jnp.ndarray) -> float: # noqa: D102 - return jnp.linalg.norm(z, ord=1) - - def _prox_reg(self, z: jnp.ndarray, tau: float = 1.0) -> jnp.ndarray: - return jnp.sign(z) * jax.nn.relu(jnp.abs(z) - tau * self.scaling_reg) - - -@jax.tree_util.register_pytree_node_class -class ElasticL2(RegTICost): - r"""Cost with L2 regularization. - - .. math:: - \frac{1}{2} \|\cdot\|_2^2 + \text{scaling_reg} \|\text{matrix} \cdot\|_2^2 - - Args: - scaling_reg: Strength of the :meth:`regularization `. - matrix: :math:`p \times d` projection matrix with **orthogonal rows**. - orthogonal: Whether to regularize in the orthogonal complement - to promote displacements in the span of ``matrix``. - """ - - def _reg(self, z: jnp.ndarray) -> float: # noqa: D102 - return 0.5 * jnp.sum(z ** 2) - - def _reg_stiefel_orth(self, z: jnp.ndarray) -> float: - # Pythagorean identity - return self._reg(z) - self._reg(self.matrix @ z) - - def _prox_reg(self, z: jnp.ndarray, tau: float = 1.0) -> jnp.ndarray: - return z / (1.0 + tau * self.scaling_reg) - - def _prox_reg_stiefel_orth( - self, z: jnp.ndarray, tau: float = 1.0 - ) -> jnp.ndarray: - out = z + tau * self.scaling_reg * self.matrix.T @ (self.matrix @ z) - return self._prox_reg(out, tau) - - -@jax.tree_util.register_pytree_node_class -class ElasticSTVS(RegTICost): - r"""Cost with soft thresholding operator with vanishing shrinkage (STVS) - :cite:`schreck:15` regularization. - - .. math:: - \frac{1}{2} \|\cdot\|_2^2 + \text{scaling_reg}^2\mathbf{1}_d^T\left(\sigma(\cdot) - - \frac{1}{2} \exp\left(-2\sigma(\cdot)\right) + \frac{1}{2}\right) - - where :math:`\sigma(\cdot) := \text{asinh}\left(\frac{\cdot} - {2\text{scaling_reg}}\right)` - - Args: - scaling_reg: Strength of the :meth:`regularization `. - matrix: :math:`p \times d` projection matrix with **orthogonal rows**. - orthogonal: Whether to regularize in the orthogonal complement - to promote displacements in the span of ``matrix``. - """ # noqa: D205,E501 - - def _reg(self, z: jnp.ndarray) -> float: # noqa: D102 - u = jnp.arcsinh(jnp.abs(z) / (2 * self.scaling_reg)) - out = u - 0.5 * jnp.exp(-2.0 * u) - # Lemma 2.1 of `schreck:15`; - # don't use `self.scaling_reg ** 2` because it's included in `h` - return self.scaling_reg * jnp.sum(out + 0.5) # make positive - - def _prox_reg( # noqa: D102 - self, z: jnp.ndarray, tau: float = 1.0 - ) -> jnp.ndarray: - tmp = 1.0 - (self.scaling_reg * tau / (jnp.abs(z) + 1e-12)) ** 2 - return jax.nn.relu(tmp) * z - - -@jax.tree_util.register_pytree_node_class -class ElasticSqKOverlap(RegTICost): - r"""Cost with squared k-overlap norm regularization :cite:`argyriou:12`. - - .. math:: - \frac{1}{2} \|\cdot\|_2^2 + \frac{1}{2} \text{scaling_reg} \|\cdot\|_{ovk}^2 - - where :math:`\|\cdot\|_{ovk}^2` is the squared k-overlap norm, - see def. 2.1 of :cite:`argyriou:12`. - - Args: - k: Number of groups. Must be in ``[0, d)`` where :math:`d` is the - dimensionality of the data. - args: Positional arguments for :class:`~ott.geometry.costs.RegTICost`. - kwargs: Keyword arguments for :class:`~ott.geometry.costs.RegTICost`. - """ - - def __init__(self, k: int, *args, **kwargs: Any): - super().__init__(*args, **kwargs) - self.k = k - - def _reg(self, z: jnp.ndarray) -> float: # noqa: D102 - # Prop 2.1 in :cite:`argyriou:12` - k = self.k - top_w = jax.lax.top_k(jnp.abs(z), k)[0] # Fetch largest k values - top_w = jnp.flip(top_w) # Sort k-largest from smallest to largest - # sum (dim - k) smallest values - sum_bottom = jnp.sum(jnp.abs(z)) - jnp.sum(top_w) - cumsum_top = jnp.cumsum(top_w) - # Cesaro mean of top_w (each term offset with sum_bottom). - cesaro = sum_bottom + cumsum_top - cesaro /= jnp.arange(k) + 1 - # Choose first index satisfying constraint in Prop 2.1 - lower_bound = cesaro - top_w >= 0 - # Last upper bound is always True. - upper_bound = jnp.concatenate(((top_w[1:] - cesaro[:-1] - > 0), jnp.array((True,)))) - r = jnp.argmax(lower_bound * upper_bound) - s = jnp.sum(jnp.where(jnp.arange(k) < k - r - 1, jnp.flip(top_w) ** 2, 0)) - - return 0.5 * (s + (r + 1) * cesaro[r] ** 2) - - def prox_reg(self, z: jnp.ndarray, tau: float = 1.0) -> float: # noqa: D102 - - @functools.partial(jax.vmap, in_axes=[0, None, None]) - def find_indices(r: int, l: jnp.ndarray, - z: jnp.ndarray) -> Tuple[jnp.ndarray, jnp.ndarray]: - - @functools.partial(jax.vmap, in_axes=[None, 0, None]) - def inner(r: int, l: int, - z: jnp.ndarray) -> Tuple[jnp.ndarray, jnp.ndarray]: - i = k - r - 1 - res = jnp.sum(z * ((i <= ixs) & (ixs < l))) - res /= l - k + (beta + 1) * r + beta + 1 - - cond1_left = jnp.logical_or(i == 0, (z[i - 1] / beta + 1) > res) - cond1_right = res >= (z[i] / (beta + 1)) - cond1 = jnp.logical_and(cond1_left, cond1_right) - - cond2_left = z[l - 1] > res - cond2_right = jnp.logical_or(l == d, res >= z[l]) - cond2 = jnp.logical_and(cond2_left, cond2_right) - - return res, cond1 & cond2 - - return inner(r, l, z) - - del tau # this case is not handled and currently not needed - # Alg. 1 of :cite:`argyriou:12` - k, d, beta = self.k, z.shape[-1], 1.0 / self.scaling_reg - - ixs = jnp.arange(d) - z, sgn = jnp.abs(z), jnp.sign(z) - z_ixs = jnp.argsort(z)[::-1] - z_sorted = z[z_ixs] - - # (k, d - k + 1) - T, mask = find_indices(jnp.arange(k), jnp.arange(k, d + 1), z_sorted) - (r,), (l,) = jnp.where(mask, size=1) # size=1 for jitting - T = T[r, l] - - q1 = (beta / (beta + 1)) * z_sorted * (ixs < (k - r - 1)) - q2 = (z_sorted - T) * jnp.logical_and((k - r - 1) <= ixs, ixs < (l + k)) - q = q1 + q2 - - # change sign and reorder - return sgn * q[jnp.argsort(z_ixs.astype(float))] - - def tree_flatten(self): # noqa: D102 - children, aux_data = super().tree_flatten() - return children, (self.k, aux_data) - - @classmethod - def tree_unflatten(cls, aux_data, children): # noqa: D102 - k, aux_data = aux_data - return cls(k, *children, **aux_data) - - -@jax.tree_util.register_pytree_node_class +@jtu.register_pytree_node_class class Bures(CostFn): """Bures distance between a pair of (mean, covariance matrix). @@ -1014,7 +790,7 @@ def tree_unflatten(cls, aux_data, children): # noqa: D102 return cls(*aux_data) -@jax.tree_util.register_pytree_node_class +@jtu.register_pytree_node_class class UnbalancedBures(CostFn): """Unbalanced Bures distance between two triplets of `(mass, mean, cov)`. @@ -1127,7 +903,7 @@ def tree_unflatten(cls, aux_data, children): # noqa: D102 return cls(dim, sigma=sigma, gamma=gamma, **kwargs) -@jax.tree_util.register_pytree_node_class +@jtu.register_pytree_node_class class SoftDTW(CostFn): """Soft dynamic time warping (DTW) cost :cite:`cuturi:17`. diff --git a/src/ott/geometry/regularizers.py b/src/ott/geometry/regularizers.py new file mode 100644 index 000000000..55eae2f50 --- /dev/null +++ b/src/ott/geometry/regularizers.py @@ -0,0 +1,535 @@ +# Copyright OTT-JAX +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +import abc +import functools +from typing import Any, Callable, Optional, Tuple, Union + +import lineax +import lineax as lx + +import jax +import jax.numpy as jnp +import jax.tree_util as jtu + +__all__ = [ + "Regularization", + "Orthogonal", + "Quadratic", + "L1", + "L2", + "STVS", + "SqKOverlap", +] + + +class ProximalOperator(abc.ABC): + """Proximal operator base class.""" + + @abc.abstractmethod + def __call__(self, x: jnp.ndarray) -> float: + """Function. + + Args: + x: Array of shape ``[d,]``. + + Returns: + The value. + """ + + @abc.abstractmethod + def prox(self, v: jnp.ndarray, tau: float = 1.0) -> jnp.ndarray: + """Proximal operator. + + Args: + v: Array of shape ``[d,]``. + tau: Positive weight. + + Returns: + The prox of ``v``. + """ + + def prox_dual(self, v: jnp.ndarray, tau: float = 1.0) -> jnp.ndarray: + r"""Proximal operator of the convex conjugate. + + Uses Moreau's decomposition: + + .. math:: + v = \prox_{\tau f} \left(v\right) + + \tau \prox_{\frac{1}{\tau} f^*} \left(\frac{v}{\tau}\right) + + Args: + v: Array of shape ``[d,]``. + tau: Positive weight. + + Returns: + The prox dual of ``v``. + """ + return v - tau * self.prox(v / tau, 1.0 / tau) + + def moreau_envelope(self, x: jnp.ndarray, tau: float = 1.0) -> jnp.ndarray: + r"""Moreau Envelope. + + Uses Remark 12.24 from :cite:`bauschke:17`: + + .. math:: + {^\tau}f\left(x\right) = f\left(\prox_{\tau f}\left(x\right)\right) + + \frac{1}{2\tau}\|x - \prox_{\tau f}\left(x\right)|_2^2 + + Args: + x: Array of shape ``[d,]``. + tau: Positive weight. + + Returns: + The Moreau Envelope of ``x``. + """ + prox_x = self.prox(x, tau) + return self(prox_x) + (1.0 / (2.0 * tau)) * jnp.sum((x - prox_x) ** 2) + + @classmethod + def tree_unflatten(cls, aux_data, children): # noqa: D102 + return cls(*children, **aux_data) + + +@jtu.register_pytree_node_class +class Regularization(ProximalOperator): + r"""Regularization operator :math:`f\left(x\right) + \frac{\rho}{2}\|x - a\|_2^2`. + + Args: + f: Function :math:`f`. + a: Offset :math:`a`. If :obj:`None`, use array of 0s. + rho: Scaling factor. + """ # noqa: E501 + + def __init__( + self, + f: ProximalOperator, + a: Optional[jnp.ndarray] = None, + rho: float = 1.0, + ): + super().__init__() + self.f = f + self.a = a + self.rho = rho + + def __call__(self, x: jnp.ndarray) -> float: # noqa: D102 + norm = jnp.sum(x ** 2) if self.a is None else jnp.sum((x - self.a) ** 2) + return self.f(x) + (0.5 * self.rho) * norm + + def prox(self, v: jnp.ndarray, tau: float = 1.0) -> jnp.ndarray: # noqa: D102 + tau_tilde = tau / (1.0 + tau * self.rho) + # (tau_tilde / tau) * v + vv = 1.0 / (1 + tau * self.rho) * v + if self.a is not None: + vv = vv + (self.rho * tau_tilde) * self.a + # section 2.2 of :cite:`parikh:14` + return self.f.prox(vv, tau_tilde) + + def tree_flatten(self): # noqa: D102 + return (self.f, self.a, self.rho), {} + + +@jtu.register_pytree_node_class +class Orthogonal(ProximalOperator): + r"""Orthogonal operator :math:`f\left( Ax \right) + b`. + + The computation of the :meth:`prox` uses the + Proposition 11 of :cite:`combettes:07`. + + Args: + f: Function :math:`f` applied to :math:`Ax`. + A: Linear operator :math:`A`. + b: Offset :math:`b`. If :obj:`None`, use array of 0s. + nu: Value for which :math:`AA^T = \nu I` holds. + """ + + def __init__( + self, + f: ProximalOperator, + A: Optional[Union[jnp.ndarray, lx.AbstractLinearOperator]], + b: Optional[jnp.ndarray] = None, + nu: float = 1.0, + ): + assert nu > 0.0, nu + super().__init__() + self.f = f + # AA^T = alpha I + self.A = lx.MatrixLinearOperator(A) if isinstance(A, jnp.ndarray) else A + self.b = b + self.nu = nu + + def __call__(self, x: jnp.ndarray) -> float: # noqa: D102 + z = self.A.mv(x) + if self.b is not None: + z = z + self.b + return self.f(z) + + def prox(self, v: jnp.ndarray, tau: float = 1.0) -> jnp.ndarray: # noqa: D102 + w = self.A.mv(v) + if self.b is None: + tmp = self.f.prox(w, tau * self.nu) + else: + tmp = self.f.prox(w + self.b, tau * self.nu) - self.b + return v - (1.0 / self.nu) * (self.A.T.mv(w - tmp)) + + @property + def is_fully_orthogonal(self) -> bool: + r"""Whether :math:`\nu = 1`.""" + return self.nu == 1.0 + + def tree_flatten(self): # noqa: D102 + return (self.f, self.A, self.b), {"nu": self.nu} + + +@jtu.register_pytree_node_class +class Quadratic(ProximalOperator): + r"""Quadratic operator :math:`\frac{1}{2} \left + b`. + + .. note:: + This constructor is not meant to be called by the user, + please use the :meth:`create` method instead. + + Args: + A: Linear operator :math:`A`. If :obj:`None`, use identity. + A_comp: Orthogonal complement :math:`A^{\perp}` of :math:`A`, if computed. + b: Offset :math:`b`. If :obj:`None`, use array of 0s. + solver: Linear solver. + """ + + def __init__( + self, + A: Optional[lx.TaggedLinearOperator], + A_comp: Optional[lx.AbstractLinearOperator] = None, + b: Optional[jnp.ndarray] = None, + solver: Optional[Callable[[lx.AbstractLinearOperator, jnp.ndarray], + jnp.ndarray]] = None, + ): + super().__init__() + self.A = A + self.A_comp = A_comp + self.b = b + self.solver = ( + lambda op, b: lx.linear_solve(op, b).value + ) if solver is None else solver + + @classmethod + def create( + cls, + A: Optional[Union[jnp.ndarray, lx.AbstractLinearOperator]] = None, + *, + is_complement: bool = False, + is_orthogonal: bool = False, + is_factor: bool = False, + **kwargs: Any, + ) -> "Quadratic": + r"""Create the quadratic operator :math:`\frac{1}{2} \left + b`. + + The matrix :math:`Q` is defined as: + + - :math:`Q := A` if not factored and not an orthogonal complement. + - :math:`Q := A^{\perp}` if not factored and a complement. + - :math:`Q := A^TA` if factored and not a complement. + - :math:`Q := \left(A^{\perp}\right)^TA^{\perp}` if factored and + a complement. + + Args: + A: Linear operator :math:`A`. If :obj:`None`, use identity. + is_complement: Whether to regularize in the orthogonal complement of + :math:`A`, defined as :math:`A^{\perp} := I - A^T (AA^T)^{-1} A`. + is_orthogonal: Whether :math:`AA^T = I`. + is_factor: Whether to factor the matrix :math:`Q` as mentioned above. + kwargs: Keyword arguments for :class:`Quadratic`. + """ # noqa: E501 + if A is None: + return cls(A=None, A_comp=None, **kwargs) + + tags = set() + if is_complement: + tags.add("complement") + if is_factor: + tags.add("factor") + if is_orthogonal: + tags.add("orthogonal") + + if isinstance(A, jnp.ndarray): + A = lineax.MatrixLinearOperator(A) + A = lx.TaggedLinearOperator(A, tags=tags) + A_comp = _complement(A, is_orthogonal) if is_complement else None + + return cls(A, A_comp=A_comp, **kwargs) + + def __call__(self, x: jnp.ndarray) -> float: # noqa: D102 + Q = self.Q + y = 0.5 * (jnp.dot(x, x) if Q is None else jnp.dot(x, Q.mv(x))) + return y if self.b is None else (y + jnp.dot(x, self.b)) + + def prox(self, v: jnp.ndarray, tau: float = 1.0) -> jnp.ndarray: # noqa: D102 + # section 6.1.1 in :cite:`parikh:14` + Q = self.Q + b = v if self.b is None else (v - tau * self.b) + + if Q is None: + return (1.0 / (1.0 + tau)) * b + + iden = lx.IdentityLinearOperator(Q.out_structure()) + if self.is_factor: # use matrix inversion lemma + if self.is_complement: + # eq. 14 in :cite:`klein:24` + # A_comp = I - A^T(AA^T)^{-1}A + # prox(v) = (I + tau A_comp^T A_comp)^{-1} (v - tau * b) + op = iden + tau * (iden - self.A_comp) + return (1.0 / (1.0 + tau)) * op.mv(b) + if self.is_orthogonal: + # https://en.wikipedia.org/wiki/Woodbury_matrix_identity + op = iden - (tau / (1.0 + tau)) * (self.A.T @ self.A) + return op.mv(b) + + A = iden + tau * Q + return self.solver(A, b) + + @property + def is_complement(self) -> bool: + r"""Whether :attr:`Q` is defined using :math:`A_{\perp}` or :math:`A`.""" + return self.A is not None and "complement" in self.A.tags + + @property + def is_factor(self) -> bool: + r"""Whether :attr:`Q` is factored.""" + return self.A is not None and "factor" in self.A.tags + + @property + def is_orthogonal(self) -> bool: + r"""Whether :attr:`AA^T = I`.""" + return self.A is not None and "orthogonal" in self.A.tags + + @property + def Q(self) -> Optional[lx.AbstractLinearOperator]: + r"""Linear operator :math:`Q`.""" + Q = self.A_comp if self.is_complement else self.A + if Q is None: + return None + return (Q.T @ Q) if self.is_factor else Q + + def tree_flatten(self): # noqa: D102 + return (self.A, self.A_comp, self.b), self.solver + + +@jtu.register_pytree_node_class +class L1(ProximalOperator): + r"""L1 norm regularizer :math:`\lambda \|x\|_1`. + + Args: + lam: Strength of the regularizer. + """ + + def __init__(self, lam: float = 1.0): + super().__init__() + self.lam = lam + + def __call__(self, x: jnp.ndarray) -> float: # noqa: D102 + return self.lam * jnp.linalg.norm(x, ord=1) + + def prox(self, v: jnp.ndarray, tau: float = 1.0) -> jnp.ndarray: # noqa: D102 + return jnp.sign(v) * jax.nn.relu(jnp.abs(v) - self.lam * tau) + + def tree_flatten(self): # noqa: D102 + return (self.lam,), {} + + +@jtu.register_pytree_node_class +class L2(ProximalOperator): + r"""L2 norm regularizer :math:`\frac{\lambda}{2} \left`. + + Args: + A: Linear operator :math:`A`. If :obj:`None`, use identity. + lam: Strength of the regularizer. + kwargs: Keyword arguments for :meth:`Quadratic.create + ` + """ + + def __init__( + self, + A: Optional[Union[jnp.ndarray, lx.AbstractLinearOperator]] = None, + lam: float = 1.0, + **kwargs: Any, + ): + super().__init__() + self.A = A + self.lam = lam + + self.f = Quadratic.create(A, is_factor=True, **kwargs) + self._init_kwargs = kwargs + + def __call__(self, x: jnp.ndarray) -> float: # noqa: D102 + return self.lam * self.f(x) + + def prox(self, v: jnp.ndarray, tau: float = 1.0) -> jnp.ndarray: # noqa: D102 + return self.f.prox(v, self.lam * tau) + + def tree_flatten(self): # noqa: D102 + return (self.A, self.lam), self._init_kwargs + + +@jtu.register_pytree_node_class +class STVS(ProximalOperator): + r"""Soft thresholding operator with vanishing shrinkage regularizer :cite:`schreck:15`. + + The operator is defined as: + + .. math:: + \lambda^2 \mathbf{1}_d^T \left(\sigma(x) - + \frac{1}{2} \exp\left(-2\sigma(x)\right) + \frac{1}{2}\right) + + where :math:`\sigma(x) := \text{asinh}\left(\frac{x}{2\lambda}\right)`. + + Args: + lam: Strength of the regularization. + """ # noqa: E501 + + def __init__(self, lam: float = 1.0): + super().__init__() + self.lam = lam + + def __call__(self, x: jnp.ndarray) -> float: # noqa: D102 + u = jnp.arcsinh(jnp.abs(x) / (2 * self.lam)) + y = u - 0.5 * jnp.exp(-2.0 * u) + # Lemma 2.1 of `schreck:15` + return self.lam ** 2 * jnp.sum(y + 0.5) # make positive + + def prox(self, v: jnp.ndarray, tau: float = 1.0) -> jnp.ndarray: # noqa: D102 + tmp = 1.0 - (self.lam * tau / (jnp.abs(v) + 1e-12)) ** 2 + return jax.nn.relu(tmp) * v + + def tree_flatten(self): # noqa: D102 + return (self.lam,), {} + + +@jtu.register_pytree_node_class +class SqKOverlap(ProximalOperator): + r"""Squared k-overlap norm regularizer :cite:`argyriou:12`. + + The regularizer is defined as: + + .. math:: + \frac{\lambda}{2} \left(\|x\|_k^{\text{ov}}\right)^2 + + where :math:`\left(\|x\|_k^{\text{ov}}\right)^2` is the squared k-overlap + norm, defined in :cite:`argyriou:12`, def. 2.1. + + Args: + k: Number of groups in :math:`[0, d)` where :math:`d` is the dimensionality + of the data. + lam: Strength of the regularization. + """ + + def __init__(self, k: int, lam: float = 1.0): + super().__init__() + self.k = k + self.lam = lam + + def __call__(self, z: jnp.ndarray) -> float: # noqa: D102 + # Prop 2.1 in :cite:`argyriou:12` + k = self.k + top_w = jax.lax.top_k(jnp.abs(z), k)[0] # Fetch largest k values + top_w = jnp.flip(top_w) # Sort k-largest from smallest to largest + # sum (dim - k) smallest values + sum_bottom = jnp.sum(jnp.abs(z)) - jnp.sum(top_w) + cumsum_top = jnp.cumsum(top_w) + # Cesaro mean of top_w (each term offset with sum_bottom). + cesaro = sum_bottom + cumsum_top + cesaro /= jnp.arange(k) + 1 + # Choose first index satisfying constraint in Prop 2.1 + lower_bound = cesaro - top_w >= 0 + # Last upper bound is always True. + upper_bound = jnp.concatenate(((top_w[1:] - cesaro[:-1] + > 0), jnp.array((True,)))) + r = jnp.argmax(lower_bound * upper_bound) + s = jnp.sum(jnp.where(jnp.arange(k) < k - r - 1, jnp.flip(top_w) ** 2, 0)) + + return 0.5 * (s + (r + 1) * cesaro[r] ** 2) + + def prox(self, v: jnp.ndarray, tau: float = 1.0) -> float: # noqa: D102 + + @functools.partial(jax.vmap, in_axes=[0, None, None]) + def find_indices(r: int, l: jnp.ndarray, + z: jnp.ndarray) -> Tuple[jnp.ndarray, jnp.ndarray]: + + @functools.partial(jax.vmap, in_axes=[None, 0, None]) + def inner(r: int, l: int, + z: jnp.ndarray) -> Tuple[jnp.ndarray, jnp.ndarray]: + i = k - r - 1 + res = jnp.sum(z * ((i <= ixs) & (ixs < l))) + res /= l - k + (beta + 1) * r + beta + 1 + + cond1_left = jnp.logical_or(i == 0, (z[i - 1] / beta + 1) > res) + cond1_right = res >= (z[i] / (beta + 1)) + cond1 = jnp.logical_and(cond1_left, cond1_right) + + cond2_left = z[l - 1] > res + cond2_right = jnp.logical_or(l == d, res >= z[l]) + cond2 = jnp.logical_and(cond2_left, cond2_right) + + return res, cond1 & cond2 + + return inner(r, l, z) + + del tau # this case is not handled and currently not needed + # Alg. 1 of :cite:`argyriou:12` + k, d, beta = self.k, v.shape[-1], 1.0 / self.lam + + ixs = jnp.arange(d) + v, sgn = jnp.abs(v), jnp.sign(v) + z_ixs = jnp.argsort(v)[::-1] + z_sorted = v[z_ixs] + + # (k, d - k + 1) + T, mask = find_indices(jnp.arange(k), jnp.arange(k, d + 1), z_sorted) + (r,), (l,) = jnp.where(mask, size=1) # size=1 for jitting + T = T[r, l] + + q1 = (beta / (beta + 1)) * z_sorted * (ixs < (k - r - 1)) + q2 = (z_sorted - T) * jnp.logical_and((k - r - 1) <= ixs, ixs < (l + k)) + q = q1 + q2 + + # change sign and reorder + return sgn * q[jnp.argsort(z_ixs.astype(float))] + + def tree_flatten(self): # noqa: D102 + return (self.lam,), {"k": self.k} + + @classmethod + def tree_unflatten(cls, aux_data, children): # noqa: D102 + lam, = children + return cls(lam=lam, **aux_data) + + +def _invert(A: lx.AbstractLinearOperator) -> lx.MatrixLinearOperator: + d = A.out_size() + b = jnp.zeros(d) + + solve_fn = jax.vmap(lambda ix: lx.linear_solve(A, b.at[ix].set(1.0)).value) + inv = solve_fn(jnp.arange(d)) + return lx.MatrixLinearOperator(inv) + + +@functools.partial(jax.jit, static_argnums=1) +def _complement( + A: lx.AbstractLinearOperator, is_orthogonal: bool +) -> lx.AbstractLinearOperator: + iden = lx.IdentityLinearOperator(A.in_structure()) + if is_orthogonal: + # AA^T = I + return iden - (A.T @ A) + + A_inv = _invert(lx.TaggedLinearOperator(A @ A.T, tags={lx.symmetric_tag})) + return iden - A.T @ (A_inv @ A) diff --git a/tests/geometry/costs_test.py b/tests/geometry/costs_test.py index 61aec1d5a..caa60d0a9 100644 --- a/tests/geometry/costs_test.py +++ b/tests/geometry/costs_test.py @@ -11,16 +11,18 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. -from typing import Type +import functools +from typing import Any, Type import pytest import jax import jax.numpy as jnp +import jaxopt import numpy as np from tslearn import metrics as ts_metrics -from ott.geometry import costs, pointcloud +from ott.geometry import costs, pointcloud, regularizers from ott.math import utils as mu from ott.solvers import linear @@ -125,7 +127,7 @@ def test_bures(self, rng: jax.Array): np.testing.assert_equal(diffs.shape[0], max_iterations // inner_iterations) -class TestTIRegCost: +class TestTICost: @pytest.mark.parametrize( "cost_fn", [ @@ -136,102 +138,139 @@ class TestTIRegCost: costs.SqEuclidean() ] ) - def test_h_legendre(self, rng: jax.Array, cost_fn: costs.TICost): + def test_h_transform(self, rng: jax.Array, cost_fn: costs.TICost): x = jax.random.normal(rng, (15, 3)) h_transform = cost_fn.h_transform(mu.logsumexp) h_transform = jax.jit(jax.vmap(jax.grad(h_transform))) np.testing.assert_array_equal(jnp.isfinite(h_transform(x)), True) - @pytest.mark.parametrize("ridge", [1e-12, 1e-6]) - def test_h_legendre_sqeucl(self, rng: jax.Array, ridge: float): - n, d = 12, 4 + @pytest.mark.parametrize("cost_fn", [costs.SqEuclidean(), costs.PNormP(2)]) + @pytest.mark.parametrize("d", [5, 10]) + def test_h_transform_matches_unreg( + self, rng: jax.Array, cost_fn: costs.TICost, d: int + ): + n = 13 rngs = jax.random.split(rng, 2) u = jnp.abs(jax.random.uniform(rngs[0], (d,))) x = jax.random.normal(rngs[1], (n, d)) - sqeucl = costs.SqEuclidean() - el_l2 = costs.ElasticL2(scaling_reg=0.0) + gt_cost = costs.RegTICost(regularizers.L2(lam=0.0)) + concave_gt = lambda z: -cost_fn.h(z) + jnp.dot(z, u) - h_concave = lambda z: 0.5 * (-sqeucl.h(z) + jnp.dot(z, u)) - h_concave_half = lambda z: -sqeucl.h(z) + jnp.dot(z, u) + if isinstance(cost_fn, costs.PNormP): + concave = concave_gt + else: + concave = lambda z: 0.5 * (-cost_fn.h(z) + jnp.dot(z, u)) - pred = jax.jit( - jax.vmap(jax.grad(sqeucl.h_transform(h_concave, ridge=ridge))) - ) - gt = jax.jit(jax.vmap(jax.grad(el_l2.h_transform(h_concave_half)))) + pred = jax.jit(jax.vmap(jax.grad(cost_fn.h_transform(concave, ridge=1e-6)))) + gt = jax.jit(jax.vmap(jax.grad(gt_cost.h_transform(concave_gt)))) np.testing.assert_allclose(pred(x), gt(x), rtol=1e-5, atol=1e-5) + @pytest.mark.parametrize("cost_fn", [costs.SqEuclidean(), costs.PNormP(1.5)]) + def test_h_transform_solver(self, rng: jax.Array, cost_fn: costs.TICost): + + def gd_solver( + fun, x: jnp.ndarray, x_init: jnp.ndarray, **kwargs: Any + ) -> jnp.ndarray: + solver = jaxopt.GradientDescent(fun=fun, **kwargs) + return solver.run(x, x_init).params + + n, d = 21, 6 + rngs = jax.random.split(rng, 2) + u = jnp.abs(jax.random.uniform(rngs[0], (d,))) + x = jax.random.normal(rngs[1], (n, d)) + + concave_fn = lambda z: -cost_fn.h(z) + jnp.dot(z, u) + + expected = jax.vmap(cost_fn.h_transform(concave_fn, solver=None)) + actual = jax.vmap(cost_fn.h_transform(concave_fn, solver=gd_solver)) + + np.testing.assert_allclose(expected(x), actual(x), rtol=1e-4, atol=1e-4) + @pytest.mark.fast() class TestRegTICost: - @pytest.mark.parametrize("scaling_reg", [8.0, 13.0]) - @pytest.mark.parametrize("use_mat", [False, True], ids=["nomat", "mat"]) + @pytest.mark.parametrize("lam", [8.0, 13.0]) + @pytest.mark.parametrize("d", [5, 31, 77]) @pytest.mark.parametrize( - "cost_fn_t", [ - costs.ElasticL1, - costs.ElasticL2, - costs.ElasticSTVS, + "reg_t", [ + regularizers.L1, + regularizers.L2, + regularizers.STVS, ] ) - def test_reg_cost_legendre( + def test_reg_legendre( self, rng: jax.Array, - scaling_reg: float, - cost_fn_t: Type[costs.RegTICost], - use_mat: bool, + lam: float, + d: int, + reg_t: Type[regularizers.ProximalOperator], ): - for d in [5, 100]: - rng, rng1, rng_mat = jax.random.split(rng, 3) - if use_mat: - matrix = jnp.abs(jax.random.normal(rng_mat, (d // 4, d))) - matrix = _proj(matrix) - else: - matrix = None - cost_fn = cost_fn_t(matrix=matrix, scaling_reg=scaling_reg) - - expected = jax.random.normal(rng1, (d,)) - actual = jax.grad(cost_fn.h_legendre)(jax.grad(cost_fn.h)(expected)) - np.testing.assert_allclose( - actual, expected, rtol=1e-4, atol=1e-4, err_msg=f"d={d}" - ) + reg = reg_t(lam=lam) + cost_fn = costs.RegTICost(reg) - @pytest.mark.parametrize("k", [1, 3, 10]) - @pytest.mark.parametrize("d", [10, 50]) - def test_elastic_sq_k_overlap(self, rng: jax.Array, k: int, d: int): expected = jax.random.normal(rng, (d,)) - - cost_fn = costs.ElasticSqKOverlap(k=k, scaling_reg=1e-2) actual = jax.grad(cost_fn.h_legendre)(jax.grad(cost_fn.h)(expected)) - # should hold for small scaling_reg - assert np.corrcoef(expected, actual)[0][1] > 0.97 + np.testing.assert_allclose(actual, expected, rtol=1e-4, atol=1e-4) + + @pytest.mark.parametrize("lam", [1e-1, 0.5, 1.25]) + def test_h_transform_x_init(self, rng: jax.Array, lam: float): + n, d = 11, 6 + rng_x, rng_y, rng_u = jax.random.split(rng, 3) + y = jax.random.normal(rng_x, (d,)) + 1.0 + u = jnp.abs(jax.random.uniform(rng_u, (d,))) + x_inits = jax.random.normal(rng_x, (n, d)) * jnp.linspace( + -5.0, 5.0, num=n + )[:, None] + + cost_fn = costs.RegTICost(regularizers.L1(lam)) + f = lambda z: -cost_fn.h(z) + jnp.dot(z, u) + + h_f = jax.vmap(cost_fn.h_transform(f), in_axes=[None, 0]) + res = h_f(y, x_inits) + + assert res.shape == (n,) + np.testing.assert_allclose( + jnp.abs(jnp.diff(res)), 0.0, rtol=1e-3, atol=1e-3 + ) @pytest.mark.parametrize( - "cost_fn", [ - costs.ElasticL1(scaling_reg=113), - costs.ElasticSTVS(scaling_reg=12), - costs.ElasticSqKOverlap(k=3, scaling_reg=17) + "reg", [ + regularizers.L1(113), + regularizers.STVS(12), + regularizers.SqKOverlap(k=3, lam=17), ] ) - def test_sparse_displacement(self, rng: jax.Array, cost_fn: costs.RegTICost): - frac_sparse = 0.7 + def test_sparse_displacement( + self, rng: jax.Array, reg: regularizers.ProximalOperator + ): rng1, rng2 = jax.random.split(rng, 2) d = 17 + x = jax.random.normal(rng1, (25, d)) y = jax.random.normal(rng2, (37, d)) + cost_fn = costs.RegTICost(reg) geom = pointcloud.PointCloud(x, y, cost_fn=cost_fn) dp = linear.solve(geom).to_dual_potentials() for arr, fwd in zip([x, y], [True, False]): arr_t = dp.transport(arr, forward=fwd) - assert np.sum(np.isclose(arr, arr_t)) / arr.size > frac_sparse + assert np.mean(np.isclose(arr, arr_t)) > 0.6 - @pytest.mark.parametrize("cost_type_t", [costs.ElasticL1, costs.ElasticSTVS]) + @pytest.mark.parametrize( + "reg_t", [ + regularizers.L1, regularizers.STVS, + functools.partial(regularizers.SqKOverlap, k=10) + ] + ) def test_stronger_regularization_increases_sparsity( - self, rng: jax.Array, cost_type_t: Type[costs.RegTICost] + self, + rng: jax.Array, + reg_t: Type[regularizers.ProximalOperator], ): d, rngs = 17, jax.random.split(rng, 4) x = jax.random.normal(rngs[0], (50, d)) @@ -240,8 +279,9 @@ def test_stronger_regularization_increases_sparsity( yy = jax.random.normal(rngs[3], (35, d)) sparsity = {False: [], True: []} - for scaling_reg in [9, 89]: - cost_fn = cost_type_t(scaling_reg=scaling_reg) + for lam in [9, 89]: + reg = reg_t(lam=lam) + cost_fn = costs.RegTICost(reg) geom = pointcloud.PointCloud(x, y, cost_fn=cost_fn) dp = linear.solve(geom).to_dual_potentials() @@ -252,29 +292,6 @@ def test_stronger_regularization_increases_sparsity( for fwd in [False, True]: np.testing.assert_array_equal(np.diff(sparsity[fwd]) > 0.0, True) - @pytest.mark.parametrize("d", [5, 10]) - def test_h_legendre_elastic_l2(self, rng: jax.Array, d: int): - n, d = 13, d - rngs = jax.random.split(rng, 2) - x = jax.random.normal(rngs[0], (n, d)) - u = jax.random.normal(rngs[1], (d,)) - - elastic_l2 = costs.ElasticL2(scaling_reg=0.0) - p_norm_p = costs.PNormP(p=2) - - concave_fn = lambda z: -elastic_l2.h(z) + jnp.dot(z, u) - - p_grad_h = jax.jit( - jax.vmap(jax.grad(p_norm_p.h_transform(concave_fn, tol=1e-5))) - ) - elastic_grad_h = jax.vmap( - jax.grad(elastic_l2.h_transform(concave_fn, tol=1e-5)) - ) - - np.testing.assert_allclose( - elastic_grad_h(x), p_grad_h(x), rtol=1e-4, atol=1e-4 - ) - @pytest.mark.fast() class TestSoftDTW: diff --git a/tests/geometry/regularizers_test.py b/tests/geometry/regularizers_test.py new file mode 100644 index 000000000..d5caf2296 --- /dev/null +++ b/tests/geometry/regularizers_test.py @@ -0,0 +1,295 @@ +# Copyright OTT-JAX +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +import lineax as lx + +import pytest + +import jax +import jax.numpy as jnp +import numpy as np + +from ott.geometry import regularizers + + +def _proj(matrix: jnp.ndarray, nu: float = 1.0) -> jnp.ndarray: + assert nu > 0.0, nu + u, _, v_h = jnp.linalg.svd(matrix, full_matrices=False) + return u.dot(v_h) * jnp.sqrt(nu) + + +class TestProximalOperator: + D = 19 + + @pytest.mark.parametrize("tau", [0.7, 1.0, 3.31]) + @pytest.mark.parametrize( + "reg", [ + regularizers.L1(lam=2.1), + regularizers.L2(lam=3.4), + ] + ) + def test_moreau_envelope( + self, rng: jax.Array, tau: float, reg: regularizers.ProximalOperator + ): + tol = 1e-5 + x = jax.random.normal(rng, (32, self.D)) + + actual = jax.vmap(jax.grad(lambda x: reg.moreau_envelope(x, tau))) + expected = jax.vmap(lambda x: (1.0 / tau) * (x - reg.prox(x, tau))) + + np.testing.assert_allclose(expected(x), actual(x), rtol=tol, atol=tol) + + @pytest.mark.parametrize(("rho", "use_a", "tau"), [(1.0, False, 0.2), + (2.1, True, 1.0)]) + def test_regularization( + self, rng: jax.Array, rho: float, use_a: bool, tau: float + ): + rng_x, rng_a, rng_moreau = jax.random.split(rng, 3) + x = jax.random.normal(rng_x, (self.D,)) + a = jax.random.normal(rng_a, (self.D,)) if use_a else jnp.zeros(self.D) + + l1 = regularizers.L1() + reg = regularizers.Regularization(l1, a=a if use_a else None, rho=rho) + + expected = l1(x) + (0.5 * rho) * jnp.sum((x - a) ** 2) + actual = reg(x) + + np.testing.assert_allclose(expected, actual, rtol=1e-5, atol=1e-5) + self.test_moreau_envelope(rng_moreau, tau=tau, reg=reg) + + @pytest.mark.parametrize(("nu", "use_b"), [(0.25, True), (1.0, False)]) + def test_orthogonal(self, rng: jax.Array, nu: float, use_b: bool): + k = 12 + rng_x, rng_A, rng_b, rng_moreau = jax.random.split(rng, 4) + x = jax.random.normal(rng_x, (self.D,)) + + l2 = regularizers.L1(lam=2.1) + A = _proj(jax.random.normal(rng_A, (k, self.D)), nu=nu) + b = jax.random.normal(rng_b, (k,)) if use_b else jnp.zeros(k) + reg = regularizers.Orthogonal(l2, A=A, b=b if use_b else None, nu=nu) + + expected = reg(x) + actual = l2(A @ x + b) + + np.testing.assert_allclose(expected, actual, rtol=1e-5, atol=1e-5) + self.test_moreau_envelope(rng_moreau, tau=1.0, reg=reg) + assert reg.is_fully_orthogonal == (nu == 1.0) + + +class TestQuadratic: + + @pytest.mark.parametrize("is_orthogonal", [False, True]) + @pytest.mark.parametrize("is_complement", [False, True]) + @pytest.mark.parametrize("is_factor", [False, True]) + def test_properties( + self, rng: jax.Array, is_orthogonal: bool, is_complement: bool, + is_factor: bool + ): + k, d = 16, 17 + A = jax.random.normal(rng, (k, d)) + if is_orthogonal: + A = _proj(A) + + reg = regularizers.Quadratic.create( + A, + is_orthogonal=is_orthogonal, + is_complement=is_complement, + is_factor=is_factor + ) + + assert reg.is_orthogonal == is_orthogonal + assert reg.is_complement == is_complement + assert reg.is_factor == is_factor + if reg.is_complement: + assert isinstance(reg.A_comp, lx.AbstractLinearOperator) + else: + assert reg.A_comp is None + + @pytest.mark.parametrize("d", [17, 64]) + def test_pythagorean_identity(self, rng: jax.Array, d: int): + rng_A, rng_x = jax.random.split(rng, 2) + + A = _proj(jax.random.normal(rng_A, (d // 2, d))) + x = jax.random.normal(rng_x, (d,)) + + reg = regularizers.Quadratic.create(A=A, is_factor=True) + reg_c = regularizers.Quadratic.create( + A=A, is_complement=True, is_factor=True + ) + + expected = 0.5 * (x ** 2).sum() + actual = reg(x) + reg_c(x) + + np.testing.assert_allclose(expected, actual, rtol=1e-6, atol=1e-6) + + @pytest.mark.parametrize("is_orthogonal", [False, True]) + @pytest.mark.parametrize(("is_complement", "use_b"), [(False, False), + (True, False), + (True, True)]) + @pytest.mark.parametrize("tau", [0.1, 1.0, 10.0]) + def test_orth_use_b( + self, + rng: jax.Array, + is_orthogonal: bool, + is_complement: bool, + use_b: bool, + tau: float, + ): + d = 31 + is_factor = not is_complement + rng_A, rng_b, rng_x = jax.random.split(rng, 3) + + A = jax.random.normal(rng_A, (d // 3, d)) + if is_orthogonal: + A = _proj(A) + x = jax.random.normal(rng_x, (d,)) + b = jax.random.normal(rng_b, (d,)) * 10.0 + 100.0 if use_b else jnp.zeros(d) + + reg_orth = regularizers.Quadratic.create( + A, + b=b if use_b else None, + is_factor=is_factor, + is_complement=is_complement, + is_orthogonal=is_orthogonal, + ) + + iden = lx.IdentityLinearOperator(reg_orth.Q.out_structure()) + A, y = iden + tau * reg_orth.Q, x - tau * b + expected = reg_orth.solver(A, y) + actual = reg_orth.prox(x, tau) + + np.testing.assert_allclose(expected, actual, rtol=1e-3, atol=1e-3) + + @pytest.mark.parametrize("tau", [0.05, 1.0, 2.1]) + @pytest.mark.parametrize("use_b", [False, True]) + def test_Q_is_identity(self, rng: jax.Array, use_b: bool, tau: float): + d = 7 + rng_b, rng_x = jax.random.split(rng) + x = jax.random.normal(rng_x, (d,)) + b = jax.random.normal(rng_b, (d,)) if use_b else jnp.zeros(d) + reg = regularizers.Quadratic.create(b=b if use_b else None) + + expected_norm = 0.5 * (x ** 2).sum() + jnp.dot(x, b) + expected_prox = (1.0 / (1.0 + tau)) * x - (tau / (1.0 + tau)) * b + + assert not reg.is_factor + assert not reg.is_complement + np.testing.assert_allclose(expected_norm, reg(x), rtol=1e-5, atol=1e-5) + np.testing.assert_allclose( + expected_prox, reg.prox(x, tau), rtol=1e-5, atol=1e-5 + ) + + @pytest.mark.parametrize("lam", [0.2, 7.1]) + @pytest.mark.parametrize("is_complement", [False, True]) + def test_l2(self, rng: jax.Array, lam: float, is_complement: bool): + k, d = 7, 12 + rng_A, rng_x = jax.random.split(rng, 2) + A = jax.random.normal(rng_A, (k, d)) + x = jax.random.normal(rng_x, (d,)) + + l2 = regularizers.L2(A, lam=lam, is_complement=is_complement) + reg = l2.f + + A_ = (reg.A_comp if is_complement else reg.A).as_matrix() + expected_norm1 = 0.5 * lam * jnp.dot(A_ @ x, A_ @ x) + expected_norm2 = 0.5 * lam * jnp.dot(x, reg.Q.as_matrix() @ x) + + assert reg.A.as_matrix().shape == (k, d) + assert reg.Q.as_matrix().shape == (d, d) + assert reg.is_factor + assert reg.is_complement == is_complement + if is_complement: + assert reg.A_comp.as_matrix().shape == (d, d) + + np.testing.assert_allclose(expected_norm1, l2(x), rtol=1e-5, atol=1e-5) + np.testing.assert_allclose(expected_norm2, l2(x), rtol=1e-5, atol=1e-5) + + @pytest.mark.parametrize(("lam", "tau"), [(0.5, 1.0), (11.2, 0.1)]) + @pytest.mark.parametrize(("is_complement", "is_orthogonal"), [(False, False), + (True, False), + (True, True)]) + def test_l2_moreau_envelope( + self, rng: jax.Array, lam: float, tau: float, is_complement: bool, + is_orthogonal: bool + ): + n, k, d = 21, 5, 15 + rng_A, rng_x = jax.random.split(rng, 2) + A = jax.random.normal(rng_A, (k, d)) + if is_orthogonal: + A = _proj(A) + x = jax.random.normal(rng_x, (n, d)) + + reg = regularizers.L2( + A, lam=lam, is_complement=is_complement, is_orthogonal=is_orthogonal + ) + + actual = jax.vmap(jax.grad(lambda x: reg.moreau_envelope(x, tau))) + expected = jax.vmap(lambda x: (1.0 / tau) * (x - reg.prox(x, tau))) + + np.testing.assert_allclose(expected(x), actual(x), rtol=1e-4, atol=1e-4) + + @pytest.mark.parametrize(("is_complement", "is_orthogonal"), [(False, True), + (True, False), + (True, True)]) + @pytest.mark.parametrize("tau", [0.05, 1.0, 13.0]) + def test_matrix_inversion_lemma( + self, rng: jax.Array, is_complement: bool, is_orthogonal: bool, tau: float + ): + d = 33 + rng_A, rng_b, rng_x = jax.random.split(rng, 3) + A = jax.random.normal(rng_A, (7, d)) + if is_orthogonal: + A = _proj(A) + b = jax.random.normal(rng_b, (d,)) + x = jax.random.normal(rng_x, (d,)) + + reg = regularizers.Quadratic.create( + A, + b=b, + is_orthogonal=is_orthogonal, + is_factor=True, + is_complement=is_complement, + ) + iden = lx.IdentityLinearOperator(reg.Q.out_structure()) + + expected = lx.linear_solve(iden + tau * reg.Q, x - tau * b).value + actual = reg.prox(x, tau) + + np.testing.assert_allclose(expected, actual, rtol=1e-5, atol=1e-5) + + +class TestSqKOverlap: + + @pytest.mark.parametrize("d", [32, 64, 126]) + def test_matches_l1(self, rng: jax.Array, d: int): + x = jax.random.normal(rng, (d,)) + sq_kovp = regularizers.SqKOverlap(k=1) + + expected = 0.5 * jnp.linalg.norm(x, ord=1) ** 2 + actual = sq_kovp(x) + + np.testing.assert_allclose(expected, actual, rtol=1e-5, atol=1e-5) + + @pytest.mark.parametrize("d", [4, 8, 16]) + def test_matches_l2(self, rng: jax.Array, d: int): + x = jax.random.normal(rng, (d,)) + l2 = regularizers.L2() + sq_kovp = regularizers.SqKOverlap(k=d) + + expected = 0.5 * jnp.linalg.norm(x, ord=2) ** 2 + actual = sq_kovp(x) + + np.testing.assert_allclose(expected, actual, rtol=1e-5, atol=1e-5) + np.testing.assert_allclose( + l2.prox(x), sq_kovp.prox(x), rtol=1e-5, atol=1e-5 + ) diff --git a/tests/neural/methods/monge_gap_test.py b/tests/neural/methods/monge_gap_test.py index 68d885537..6d13d20ee 100644 --- a/tests/neural/methods/monge_gap_test.py +++ b/tests/neural/methods/monge_gap_test.py @@ -20,7 +20,7 @@ import numpy as np from ott import datasets -from ott.geometry import costs, pointcloud +from ott.geometry import costs, pointcloud, regularizers from ott.neural.methods import monge_gap from ott.neural.networks import potentials from ott.tools import sinkhorn_divergence @@ -79,14 +79,14 @@ def test_monge_gap_jit(self, rng: jax.Array): [ (costs.SqEuclidean(), 13, 5), (costs.PNormP(p=1), 20, 3), - (costs.ElasticL1(scaling_reg=2.0), 100, 30), - (costs.ElasticSTVS(scaling_reg=2.0), 7, 10), + (costs.RegTICost(regularizers.L1(2.0)), 100, 30), + (costs.RegTICost(regularizers.STVS(3.0)), 7, 10), ], ids=[ - "squared-euclidean", - "p-norm-p1", - "elasticnet-gam2", - "stvs-gam2", + "sqeucl", + "pnorm-1", + "l1-lam2", + "stvs-lam2", ], ) def test_monge_gap_from_samples_different_cost( diff --git a/tests/problems/linear/potentials_test.py b/tests/problems/linear/potentials_test.py index c58398cbc..13f9f29ea 100644 --- a/tests/problems/linear/potentials_test.py +++ b/tests/problems/linear/potentials_test.py @@ -13,6 +13,8 @@ # limitations under the License. from typing import Type +import lineax as lx + import pytest import jax @@ -21,7 +23,7 @@ import matplotlib.pyplot as plt -from ott.geometry import costs, pointcloud +from ott.geometry import costs, pointcloud, regularizers from ott.problems.linear import linear_problem, potentials from ott.solvers.linear import sinkhorn from ott.tools import sinkhorn_divergence @@ -280,15 +282,20 @@ def test_potentials_sinkhorn_divergence(self, rng: jax.Array, eps: float): with pytest.raises(AssertionError): np.testing.assert_allclose(div_ref, div_points, rtol=1e-1, atol=1e-1) - @pytest.mark.parametrize("cost_type", [costs.ElasticL1, costs.ElasticL2]) + @pytest.mark.parametrize("reg_t", [regularizers.L1, regularizers.L2]) def test_potentials_diff_param_costs( - self, rng: jax.Array, cost_type: Type[costs.RegTICost] + self, rng: jax.Array, reg_t: Type[regularizers.ProximalOperator] ): def proj(matrix: jnp.ndarray) -> jnp.ndarray: u, _, v_h = jnp.linalg.svd(matrix, full_matrices=False) return u.dot(v_h) + def create_cost(mat: jnp.ndarray) -> costs.RegTICost: + reg = reg_t(lam=1.0) + reg = regularizers.Orthogonal(reg, A=lx.MatrixLinearOperator(mat)) + return costs.RegTICost(reg) + def perturb_cost( cost: costs.RegTICost, pert: jnp.ndarray ) -> costs.RegTICost: @@ -315,17 +322,20 @@ def loss(c: costs.RegTICost) -> float: y_te = jax.random.normal(rngs[3], (n, d)) mat = proj(jax.random.normal(rngs[4], (d_proj, d))) - cost_fn = cost_type(scaling_reg=1.0, matrix=mat) + + cost_fn = create_cost(mat) delta = jax.random.uniform(rngs[5], shape=mat.shape) - cost_plus_delta = perturb_cost(cost_fn, eps * delta) - cost_minus_delta = perturb_cost(cost_fn, -eps * delta) + cost_fn_p_delta = create_cost(mat + eps * delta) + cost_fn_m_delta = create_cost(mat - eps * delta) - loss_plus_delta = loss(cost_plus_delta) - loss_minus_delta = loss(cost_minus_delta) - expected = (loss_plus_delta - loss_minus_delta) / (2.0 * eps) + loss_p_delta = loss(cost_fn_p_delta) + loss_m_delta = loss(cost_fn_m_delta) + expected = (loss_p_delta - loss_m_delta) / (2.0 * eps) - grad_cost = jax.jit(jax.grad(loss))(cost_fn) - actual = jnp.vdot(delta, grad_cost.matrix) - np.testing.assert_allclose(expected, actual, rtol=1e-2, atol=1e-2) + grad_matrix = jax.jit(jax.grad(loss))(cost_fn) + grad_matrix = grad_matrix.regularizer.A.as_matrix() + np.testing.assert_allclose( + expected, jnp.vdot(delta, grad_matrix), rtol=1e-2, atol=1e-2 + )